推荐微信扫码登录以获得更好的体验!另:🎉建议更新到最新版,以体验新功能!🎉 版本更新记录→

耶鲁心理学教授的“幸福方程式”

耶鲁心理学教授的“幸福方程式”

耶鲁心理学教授的“幸福方程式”

发布于 2021-04-02 · 时长 1:17:04

字幕摘录

时间英文中文
0:04Hello and welcome everybody.大家好,欢迎大家
0:07For those of you guys joining us in China, good morning.为了你们这些来中国的人 早上好
0:11Thank you for joining us bright and early.感谢你们早早光临
0:13Those of you guys joining us from the US,你们这些家伙从美国加入我们,
0:16thank you for taking time in the evening谢谢你晚上抽空来
0:18and for everybody else, good day.对其他人来说,祝你愉快
0:22My name is Devin Lau.我叫刘德文
0:24I'm the Assistant Director of Yale Center Beijing.我是耶鲁中心北京的助理主任.
0:27And for those of you guys that are new to us,对于你们这些新人来说
0:30we were established in October, 2014.我们成立于2014年10月。
展开字幕全文(1833 条)
序号英文中文
1Hello and welcome everybody.大家好,欢迎大家
2For those of you guys joining us in China, good morning.为了你们这些来中国的人 早上好
3Thank you for joining us bright and early.感谢你们早早光临
4Those of you guys joining us from the US,你们这些家伙从美国加入我们,
5thank you for taking time in the evening谢谢你晚上抽空来
6and for everybody else, good day.对其他人来说,祝你愉快
7My name is Devin Lau.我叫刘德文
8I'm the Assistant Director of Yale Center Beijing.我是耶鲁中心北京的助理主任.
9And for those of you guys that are new to us,对于你们这些新人来说
10we were established in October, 2014.我们成立于2014年10月。
11So it's now been, what is that, six years.已经六年了
12And we often host talks and events我们经常主持演讲和活动
13showing the best that Yale has to offer,表现出耶鲁的最好表现
14spanning all different schools and departments at Yale.遍及耶鲁大学所有不同的学校和系。
15And we are lucky today to have a topic我们今天很幸运有个话题
16that's of interest to many of you, which is psychology.你们很多人都感兴趣 心理学
17And also talking about the psychology of wellbeing,还谈到福利心理学,
18which is a hot topic.这是一个热门话题。
19I know mental health is continuing我知道精神健康还在继续
20to be of increased interest in China.对中国的兴趣增加。
21And so we're happy to have a special professor我们很高兴有个特别教授
22from Yale today joining us.今天从耶鲁来的
23Quick introduction for our speaker.发言者的简短介绍。
24Rob Rutledge is an Assistant Professor罗布·拉特利奇是助理教授
25of Psychology at Yale.在耶鲁的心理学
26He got his bachelor's from Caltech他从加州理工学院拿了单身汉
27and his PhD from New York University.和纽约大学的博士学位
28Previous to Yale, he was also on faculty在耶鲁大学之前,他也是教职员
29at University College in London.在伦敦大学学院
30His research has been covered他的研究已经被报道了
31by many popular international news outlets,许多国际新闻机构,
32including the New York Times, BBC,包括纽约时报、英国广播公司
33the Atlantic Time and The Guardian, amongst many others.《大西洋时报》和《卫报》等等
34And his research is quite interesting,他的研究相当有趣
35especially in the age of technology and big data.特别是在科技与大数据时代.
36His research combines computational models他的研究结合了计算模型
37with neuroimaging, pharmacology神经成像、药理学
38and smartphone-based data collection和基于智能手机的数据收集
39to study the relationship between decision-making研究决策之间的关系
40and emotions across one's lifespan.和一生的情绪
41And he'll be sharing today about a special app他今天将分享一个特别的应用程序
42that he's developed with his lab他与他的实验室发展
43and how they're using that app他们是如何使用这个应用程序的
44to understand the psychology of wellbeing,了解幸福的心理学,
45not just in the US, which is where a lot of,不只是在美国, 这是很多,
46or maybe Western Europe,或者西欧,
47where a lot of studies have historically been done,在历史上做过很多研究的地方
48but he's trying to get a more comprehensive不过他想更全面一点
49global understanding of the psychology of wellbeing.全球对福祉心理学的理解。
50So this is a topic of interest所以这个话题很受关注
51that I've had with many professors我和很多教授有过
52and have had many discussions并有过许多讨论
53很高兴Reledge教授来了
54to actually discuss that with us.和我们讨论这个问题
55And so without further ado, here's Professor Reledge.所以不用再多说,雷利奇教授来了
56Okay, cool.好吧,冷静。
57I will say, sorry, one more thing.我会说,对不起,还有一件事。
58Because we're on Zoom, it would be great因为我们在Zoom上,这将是伟大的
59if people who are willing and able如果那些愿意和有能力的人
60to turn on their cameras so that Professor Reledge让雷利奇教授打开摄像机
61is not just talking to a blank screen.不只是和空白屏幕说话
62So it's always good to have some sort of interaction.所以,总是有 某种互动。
63Us here in the US, we've been quarantined我们在美国被隔离
64for more than a year now.一年多过去了
65And so it's good to at least see some faces.所以至少可以看看一些脸
66So for those of you guys that are willing to help out所以你们这些愿意帮忙的人
67in that way, it would be great这样的话,那就太好了
68if you could turn on your cameras if you're able to.如果你可以打开摄像机的话
69Thanks.谢谢
70Well, especially during the discussion特别是在讨论期间
71that follows the presentation.在介绍之后。
72Yeah, it'd be great to see some of your faces是啊,这是伟大的 看到一些你的脸
73when we're chatting about some of these issues.当我们在谈论这些问题的时候
74And I'll be interested to hear what people wanna talk about我想听听人们想谈什么
75and what kind of ideas people have.以及人们有什么想法。
76So I'm gonna start with a question.所以我先问个问题
77How happy are you right now?你现在有多高兴?
78So if I ask you on a scale from zero to 10,所以,如果我问你 从0到10的尺度,
79how happy are you?你有多高兴?
80And that may seem kind of a weird question to be asked.这个问题可能有点奇怪
81If you just woke up, maybe that's kind of weird.如果你刚醒过来, 也许这有点奇怪。
82If you're about to go to sleep,如果你要睡觉
83the times make things a little strange.时间让事情变得有点奇怪
84But you could probably come up with a number.但你也许可以想出一个数字。
85And you might have some idea of where it came from.你也许知道它来自哪里
86So if you slept well last night,所以,如果你睡得好吗昨晚,
87say you're in Beijing right now,说你现在在北京,
88you slept well last night and your breakfast was good.你昨晚睡得很好 早餐还不错
89You just kind of started your day你刚刚开始你的一天
90and you're feeling pretty good.你感觉很好
91So you kind of have some idea所以你有点想法
92of like what your number comes from,就像你的号码来自什么
93even though there might be some things虽然有些事情
94you're not so sure about.你不这么确定。
95And what I wanna know is if I ask you again in half an hour,我想知道的是 如果我半小时后再问你一次
96can I predict whether your number will change?我可以预测你的号码是否会改变吗?
97Can I predict whether your number will go up a little bit我能预测一下你的号码是否会上升一点吗?
98or go down a little bit?还是下去一点?
99I wanna know if I know what you've experienced,我想知道,如果我知道你经历过什么,
100can I say something about how you might be feeling我能说说你的感受吗?
101from moment to moment?瞬间?
102Now, questions about happiness are not really new, okay?现在,关于幸福的问题并不新鲜,好吗?
103So these are actually questions people have been asking这些其实是人们一直问的问题
104in some form for several thousand years.以某种形式 几千年。
105So this is a quote from Aristotle,这是亚里士多德的引言
106happiness is the meaning and purpose of life,幸福是生命的意义和目的
107the whole aim and end of human existence.人类存在的整个目的和终结
108Now that doesn't really tell us现在这不是真的告诉我们
109how to actually understand it,如何实际理解它,
110but it does kind of say that this is something但它确实有种 说这是东西
111we should be thinking about.我们应该好好想想
112As humans, we should be thinking about what happiness is作为人类,我们应该思考什么是幸福
113and how to obtain it and what would make it go up and down.如何获得它, 是什么使它上下。
114And that's partly what my lab is trying to do,这也是我实验室努力要做的
115we're trying to understand我们试图理解
116what makes happiness go up and down.是什么让幸福上下。
117You might think that if you had more money, you'd be happier.你可能会认为,如果你有 更多的钱,你会更快乐。
118A lot of people think that.很多人都这么想
119It's a very natural thing to be thinking,思考是件很自然的事,
120so it's a very natural starting point for thinking about因此,这是一个非常自然的起点 思考
121how do we do a more quantitative,我们如何做一个更量化,
122rigorous science for happiness?严格的科学追求幸福?
123Now, unfortunately, the data isn't that helpful,现在,不幸的是,数据没有那么有用,
124or let's say it's not that reassuring,或者让我们假设它不是那么令人安心,
125because what's been repeatedly shown因为被反复显示的东西
126is that when people win the lottery, they are happier,当人们赢得彩票时,他们更加快乐,
127and that lasts for a while, but a year later,并持续一段时间, 但一年后,
128their happiness tends to be pretty close他们的幸福往往很接近
129to where they started out.到他们开始的地方。
130And so it isn't the life-changing,所以它不是改变生命,
131lifelong increase in happiness幸福终生增长
132that many people believe it should be,许多人认为,
133but there is this transient change in happiness.但幸福的瞬息万变
134So it's clear that having this extra surprising所以很明显,有这个额外的惊喜
135increase in income does change happiness,收入的增加会改变幸福,
136it just doesn't change it in the way它只是没有改变它的方式
137that people think it will.人们会认为它会。
138So economists are also interested in this puzzle所以经济学家们也对这个谜题感兴趣
139of how happiness and money are related.幸福和金钱的关系
140This is a very well-known plot for the US and the UK这是美国和英国众所周知的阴谋
141where the GDP over a 30-year period almost doubled,在30年期间,国内生产总值几乎翻了一番,
142but there was no change in happiness at all.但幸福并没有改变
143So this one measure of happiness, no change at all.所以这个衡量幸福的尺度,完全没有变化.
144And obviously, you could think about reasons显然,你可以考虑 原因
145why this might be the case.为什么会这样
146GDP may not be the best measure.国内生产总值可能不是最佳衡量标准。
147Gross domestic product is not really capturing国内生产总值并没有真正达到
148all individuals, it's kind of capturing something所有的个体, 它是一种捕捉的东西
149closer to an average,更接近平均值,
150and the wealth might not be distributed evenly.财富或许不能平均分配。
151We know that those are true,我们知道这些是真的,
152but if we think back 30 or 40 years,但如果我们回想三四十年
153we didn't have computers then, we didn't have smartphones.我们当时没有电脑, 我们没有智能手机。
154Healthcare, there have been major health medical advances保健,医疗方面有重大进步
155in that period.在那个时期。
156So there's a lot that has changed in that period.因此这一时期发生了很大变化.
157We can tell by some objective measures我们可以通过一些客观的措施来判断
158that quality of life is better than it was 40 years ago,生活质量比40年前更好
159but happiness doesn't seem to be something但快乐似乎并不重要
160that also increased at the same time.同时增加。
161So that's a bit of a puzzle.所以,这是一个有点谜。
162But I still think that reward or wealth is something但我还是觉得 赏金或财富是一回事
163that we should explore in relation to happiness我们应该探讨与幸福有关的
164because it is something we know a lot about.因为这是我们知道的很多东西。
165And in particular, because of my background,特别是因为我的背景
166which is in neuroscience,在神经科学中,
167we know a lot about the neurobiology of reward.我们非常了解奖励的神经生物学
168So the dopamine neurons that are in each of your midbrains,所以,多巴胺神经元 在你的每一个中脑,
169the base of the brain,大脑的基础,
170are sending signals throughout the brain to,整个大脑都发出信号
171in particular, the frontal cortex at the front of the brain特别是大脑前部的正面皮层
172and the striatum, kind of in the middle of the brain.和血栓, 一种在大脑中间。
173And those signals are very likely to be linked这些信号很有可能被连接
174to the rewards that we're receiving.我们得到的奖励。
175There's a lot of data that is consistent with this.有许多数据与此一致.
176And we're now at the point where we're trying to understand我们现在正处在我们试图理解的时刻
177what the relevance of this is to happiness.这和幸福有什么关系?
178But I think this provides an excellent starting point但我认为这提供了一个很好的起点
179for a better understanding of what determines happiness为了更好地理解什么决定幸福
180because there's so much known因为有很多人知道
181about the neurobiology of reward.关于奖励的神经生物学。
182So what does dopamine do?多巴胺是做什么的?
183Well, if you're in a situation where you go to a casino如果你现在在赌场里
184and you place a bet on red,你赌一赌红,
185you know that you'll win this spin about half the time.你知道你会赢得这个旋转 大约一半的时间。
186You'll double your money half the time.你会加倍的钱 一半的时间。
187And let's say in this particular play,这么说吧
188the ball rolls to a stop on red and you double your money.球滚到停在红色 而你加倍的钱。
189And it's thought that at this moment,人们认为此刻
190the dopamine neurons in your brain大脑中的多巴胺神经元
191represent what's called a reward prediction error,代表所谓的奖励预测错误,
192the difference between what you got你得到的区别
193and what you expected to get.还有你期望得到的
194So in this particular situation,因此,在这个特殊的情况下,
195that's a positive prediction error.这是一个积极的预测错误。
196You got more than you should expect to get on average.你得到的比一般人还多
197And that's associated with a burst of dopamine in your brain.这和脑中多巴胺的爆发有关
198And if you lost the gamble,如果你输了赌注
199there would be a dip in dopamine.会有多巴胺的浸泡。
200They would signal that disappointment.他们会表示失望
201And in humans, we can do something using an MRI machine.在人类中,我们可以使用核磁共振机器做一些事情。
202We can measure blood oxygen levels throughout the brain.我们可以测量整个大脑的血氧水平.
203And in particular, we can look at the brain areas.特别是,我们可以看看大脑区域。
204These are the areas in the center of the brain.这些是大脑中部的区域。
205This is the striatum.这是史提亚图
206This is a view from the front.这是从前面看的
207So I'm looking at your brain and I can see in this image,所以我看着你的大脑 我可以看到这个画面
208how the blood oxygen is increasing in this brain area这个脑部的血氧是如何增加的
209when someone gets a positive prediction error当某人得到一个积极的预测错误时
210compared to a negative prediction error.比较负预测错误。
211So that's our starting point.这就是我们的起点。
212We know a lot about the neurobiology of reward.我们非常了解奖励的神经生物学。
213We know there's this idea of reward prediction errors我们知道有奖励预言错误的想法
214that are actually really important这其实很重要
215for thinking about algorithms for artificial intelligence,考虑人工智能的算法,
216something we don't have time to go into here,有些事我们没时间谈了
217but there's a lot of evidence但有很多证据
218that these are really important signals这些是真正重要的信号
219for driving human behavior.驾驶人类的行为。
220And so we built a smartphone app a few years ago.几年前我们造了一个智能手机应用程序。
221We also ran the equivalent lab experiments,我们还做了同样的实验
222but I'll just show you the smartphone version of it.但我会告诉你智能手机版本的
223It was called the Great Brain Experiment.这被称为"大脑实验".
224We have a new smartphone app called the Happiness Project,我们有一个新的智能手机应用 名为幸福计划,
225which has a similar version of this game,它有类似的版本 本游戏,
226pretty similar version of this game,相当相似的版本 本游戏,
227which is now available现在已经可用
228and which we're now using for our happiness research.而我们现在正用它来研究幸福
229So this is what the simple experiment looks like.这就是简单的实验的模样。
230So you're making choices between safe and risky options所以你在选择安全与危险的选择
231and just trying to win as many points as you can.并试图赢得尽可能多的分数。
232So you rate how you feel every once in a while所以你偶尔会评价你的感受
233during the game.游戏期间。
234So this gamble, you have 50-50 gamble所以这次赌,你赌五五
235where you could win or lose points.在那里,你可以赢或输点。
236Okay, so here they chose to gamble.好吧,所以在这里 他们选择赌博。
237They could try to win 75 points,他们可以尝试赢得75分
238but unfortunately they lost.可惜他们输了
239Here's a gamble where you can't,这是一场赌博,你不能
240here's a trial where you can't win anything.这里有一个试验,你不能赢得任何东西。
241You can only choose您只能选择
242between losing some amount of points for sure在失去一定积分之间
243or trying to avoid losing.或者试图避免输掉
244Another loss, if you're not doing that well,又一个损失,如果你做的不好,
245maybe luck will turn around here.也许运气会转过来
246All right, 124 points.好吧,124点。
247So they got back all the points they lost.所以他们把失去的分数都拿回来了。
248And another one.还有另一个
249All right, 85 more points.好吧,还有85分。
250Okay, so this person should be pretty happy now.这个人现在应该很开心了
251They just won the last two gambles他们刚刚赢了最后两次赌局
252after a little string of bad luck.在运气不好之后
253And so you can see that there's a lot of stuff going on所以,你可以看到有很多事情发生
254and in a pretty short period of time, so a minute,在很短的时间内,所以一分钟,
255you can see that your happiness你可以看到你的幸福
256when you're doing this task might go up and down.当你在做这个任务时 可能会上下冲动
257So that's what we're trying to really capture所以这就是我们想要真正抓住的
258using mathematical equations.使用数学方程。
259So this is the lab data.这就是实验室的数据。
260So people started out in the lab with 20 pounds.所以人们开始在实验室 20磅。
261This is work that I did,这是我做过的工作,
262I started at University College London.我从伦敦大学学院开始
263And in each of these three example participants,在这三个例子的参与者中,
264you can see that they're earning money你可以看到他们在赚钱
265over the course of an hour long experiment,在一个小时的实验中
266ending up with over 30 pounds for each of these people.最终每人30多磅
267So they should be pretty happy about that.因此,他们应该 相当高兴这一点。
268That's what you'd expect.这就是你所期望的。
269We're asking them once a minute how they're feeling我们每分钟问一次 他们的感受如何
270as they're playing through more than 100 trials因为他们经过了100多次审判
271of this experiment.这个实验。
272But this is what the data looks like.但数据是这样的
273So in blue is their happiness rating.所以用蓝色是他们的幸福评级。
274So there's a lot of things we can see here.所以这里有很多事情可以看见.
275So the first thing is that their happiness所以第一件事就是他们的幸福
276and their wealth are not the same thing.他们的财产,不是同样的。
277So at least in an hour long experiment,因此,至少在一个小时的实验,
278those things are not the same.那些东西不一样
279That's the first thing that's pretty obvious.这是第一件很明显的事。
280The second thing is that actually there's a lot of variation第二件事,其实有很多变化
281in how they feel.他们的感受。
282It's not just like they're reporting不只是他们在报道
283the same number all the time.同一个号码一直。
284They are actually moving their ratings他们实际上在移动他们的收视率
285around all over the place.到处都是
286So I think that's really reassuring所以,我觉得这真的很让人放心
287because even though their wealth is not a good predictor因为他们的财产不是很好的,
288of how happy they will report being,他们将怎样报喜,
289there is clearly a lot of signal很明显有很多信号
290that we might potentially be able to explain我们也许可以解释
291by looking at what happened to people during the task.看看任务期间人们的遭遇
292And these are the averages across 26 participants in the lab.这些是实验室26个参与者的平均数。
293And we can see that their actual,而我们可以看到他们的实际,
294their wealth is going up, but their happiness is not.他们的财富正在上升,但他们的幸福并没有。
295Now, this may remind you of that plot I showed you这会让你想起我给你看的情节
296just a minute ago.一分钟前
297GDP is increasing over 30 years and happiness is not.GDP在30年里不断增长,幸福并没有.
298Same thing happens over an hour long period.同样的事情发生在一个小时的时间里。
299So in both these situations, when we look at the averages,所以,在这两种情况下, 当我们看平均,
300we see there isn't a close relationship我们发现没有亲密的关系
301between these two things.这两件事之间。
302But of course, remember that when we look当然,记住,当我们看
303at individual participants, there's a lot of movement在个人参与者,有很多运动
304in their happiness and it really is going up在他们的幸福中,它真的会上升
305and down quite a bit.和下来相当一点点。
306So we'd like to understand why.所以我们想知道为什么
307Now, if you think about this experiment,如果你想到这个实验
308this very simple experiment with safe and risky choices,这个非常简单的实验 安全和危险的选择,
309what we know is that the dopamine neurons我们知道的是多巴胺神经元
310represent not only these reward prediction errors不仅仅是这些奖励预测错误
311that I mentioned before, they also represent something我之前提到,他们也代表了
312about the expected values.关于预期值。
313So the average return from these gambles that people choose因此,这些赌博的平均回报 人们选择
314or the values of the certain rewards that people choose.或人们选择的某些奖励的价值。
315And we know that when they get their outcomes,我们知道,当他们得到的结果,
316the dopamine neurons represent reward prediction errors.多巴胺神经元代表了奖励性预测错误.
317And so starting with this understanding从这个理解开始
318of the neurobiology of reward,以报应的神经生物学者发誓,
319we propose this mathematical equation,我们提出这个数学方程,
320which I know seems a little bit complicated,我知道这有点复杂
321but really is pretty straightforward.但其实很直接
322All we're doing is asking whether the certain rewards我们所做的只是问 某些报酬
323people have experienced, the expected values人们已经体验了,预期的价值观
324from the gambles they've chosen他们选择的赌博
325and the reward prediction errors resulting以及由此造成的报酬性预测错误;
326from those expectations, cumulatively add up从这些期望中累计加起来
327to determine your current happiness.来决定你现在的幸福
328And the only two parameters we also need to think about我们只需要考虑两个参数
329are there's a gamma parameter which determines是否有伽马参数决定
330how fast you forget about previous events.忘记以前的事有多快?
331So you could never forget anything这样你就不会忘记任何事
332or you could forget pretty quickly.或者你可以很快忘记
333And the W0 parameter at the beginningW0参数在开头
334is a set point for happiness.是幸福的定点。
335So your happiness fluctuates around that所以,你的幸福波动 围绕
336and returns to it over time.然后随时间推移而返回。
337So it's really, mathematically,所以,在数学上,
338it's not a complicated equation,这不是一个复杂的方程式,
339but we want to know if it's of any use.但我们想知道它是否有用
340Can we use these concepts from neurobiology of reward我们能用神经生物学上的这些概念来奖励吗?
341to predict people's happiness?预测人们的幸福?
342So this is the data we're trying to predict这就是我们试图预测的数据
343and that's how the model does.模型就是这样的
344So the model does a great job.所以这个模型做得很好。
345The model is really doing a good job模特儿干得不错
346of predicting how happiness will go up and down预测幸福将如何升降
347in each of these example participants.每一个例子的参与者。
348And we can see even in that third person我们甚至可以看到第三者
349where the model doesn't do quite as well,模特儿也做不好的时候
350we still see some interesting features.我们仍然看到一些有趣的特征。
351So for example, at the end, it looks like the person所以,比如说,在结尾, 它看起来像人
352is getting more emotionally volatile as time goes on,随着时间的流逝 情绪越来越不稳定
353even though it does seem like it's going up and down虽然它看起来好像在上下
354at the right times, it's just actually more,在正确的时间, 它只是实际上更多,
355it's moving more than the model would predict.它移动的比模型预测的要多
356So we see places where we might actually be able所以,我们看到的地方 我们实际上可以
357to improve our models,改进我们的模型,
358but the main point I want to make here但我想说的是
359is the model is doing a much better job模特儿做得更好
360than just knowing how much money people have不只是知道人们有多少钱
361at a given point in time.在某一时间点。
362And these are the averages across our 26 participants,这就是我们26个参与者的平均数
363does a great job of predicting happiness.做一个伟大的工作 预测幸福。
364And just to be clear on what we get out of these equations,为了清楚我们从这些方程式中得到什么
365so this is the average parameter estimate这就是平均参数估计
366for each of these three different weights,这三种不同的重量,
367certain rewards, expected values and reward prediction errors,某些奖励、预期价值和奖励预测错误,
368these are always positive,这些总是积极的,
369that means all three of these things意思是这三件事
370are significantly impacting happiness.影响着幸福
371Now I mentioned that we got data from our smartphone app,现在,我提到,我们得到了数据 从我们的智能手机应用程序,
372we got a lot of data,我们有很多数据
373this is the first 200 people that played the smartphone app,这是第一批200人 谁播放智能手机应用程序,
374the same result, this is anonymous players同样的结果是匿名玩家
375somewhere in the world, the next 200,在世界上的某个地方, 接下来的200,
376the next 100 actually we could do this all day,接下来的100个实际上 我们可以做到这一点一整天,
377we had so much data, we had, I think at this point,我们有这么多的数据,我们有, 我想在这一点上,
378more than 50,000 people that have played this game,超过5万人曾经玩过这个游戏,
379and it always looks the same.它看起来总是一样。
380So this is the pattern,这就是模式
381even in people that are anonymously playing即使是匿名演奏的人
382somewhere in the world, they never see us,在世界上的某个地方, 他们从来没有看到我们,
383we don't get paid, and the same relationship,我们没有工资, 和同样的关系,
384they have no incentive to tell us the truth他们没有动机告诉我们真相
385about how they feel,关于他们的感受,
386but we see exactly the same relationship但是我们看到完全一样的关系
387between the experience they have在他们的经历之间
388and how happy they feel from minute to minute.以及他们从一分钟到一分钟的幸福感
389And I think that's actually really amazing我觉得这真的很棒
390that we could use a smartphone game to study happiness我们可以用智能手机游戏来研究幸福
391because we're not actually incentivizing them in any way因为我们并没有真正激励他们
392to tell us the truth,告诉我们真相
393but we see exactly the same thing as what we see in the lab.但我们看到的和实验室里看到的完全一样
394Now, we did this experiment in the lab in the MRI machine,我们在核磁共振机器的实验室做了这个实验
395and so we scanned people's brains所以我们扫描了人们的大脑
396while they were doing this task,当他们执行这项任务的时候,
397and what we found was actually the same brain area我们发现的是同一个大脑区域
398that I mentioned before, the striatum,我之前提到的, 斯屈塔姆,
399is predictive of changes in happiness.预示着幸福的变化
400So if you measure bold activity, blood oxygen levels,所以,如果你测量胆量 血氧水平,
401during the task, during the events of the task,在任务期间,在任务活动期间,
402you can actually predict how happy they will say they are你可以预测他们有多高兴
403the next time you ask them.下次你再问他们
404So if the activity here is high,所以,如果这里的活动是高,
405happiness tends to go up,幸福总是上升,
406if activity here is low, happiness tends to go down.如果这里的活动程度很低,幸福往往会下降。
407So that's really interesting.所以这真的很有趣。
408That suggests dopamine might have some link to happiness这说明多巴胺可能和幸福有关
409that is involved in changing your happiness.参与改变你的幸福
410Surprisingly, when you look at the time惊讶的是,当你看着时间
411when you actually ask them how they feel,当你问他们感觉如何
412you don't see these dopamine-related signals.你看不到这些多巴胺相关信号
413Instead, what you find is an area of the brain相反,你发现的是大脑的一个领域
414called the right anterior insula.叫做右外膜
415So at the moment you're asked how happy are this moment,所以现在你被问到这个时刻有多幸福
416there's more blood oxygen activity,血氧活动增加
417the blood oxygen levels increase血氧水平增加
418in this area on the side of the brain,在大脑的这个区域,
419and they increase more if you're going to say如果你要说,它们会增加
420that you're more happy.你更快乐
421And this is an area that's been linked to interoception,这个领域与截断有关
422to feelings, so it's intuitive that this would be relevant,感觉,所以这是直觉 这将是相关的,
423but this is not an area that receives但它不是一个接收区域
424a lot of dopaminergic input很多多巴胺素输入
425like these other areas that I mentioned.就像我提到的其他方面
426And this area has been linked to life satisfaction before,之前这个领域和生活满意度有关
427so there's lower gray matter volume所以有较低的灰色物质体积
428in some other brain scanning experiments在其他一些脑扫描实验中
429when people report having lower life satisfaction.当人们报告说生活满足度较低的时候。
430So this is really interesting,所以这真的很有趣,
431and we're interested in whether we can understand better而且我们很想知道我们是否能理解
432what's different about the signals in this brain area这个脑部的信号有什么不同
433in people with depression在抑郁症患者中
434compared to people without depression.相比没有抑郁症的人。
435Okay, so I mentioned that some of the signals好吧,所以我提到一些信号
436are closely linked to dopamine.与多巴胺密切相关
437So one obvious question is whether dopamine所以一个明显的问题是 多巴胺是否
438is the thing that's making people happy.是让人高兴的事
439So the experiment we did was we tested people所以我们做的实验就是测试人
440in two different occasions,在两个不同的场合,
441and one day we gave them a placebo,有一天我们给了他们安慰剂,
442and one day we gave them L-DOPA,有一天我们给了他们L -DOPA,
443boosting their dopamine levels.提高他们的多巴胺含量。
444This is a very common, taken by millions of people,这是一个非常常见的, 被数百万人带走,
445very common dopamine drug非常常见的多巴胺药物
446to increase dopamine levels for a few hours.多巴胺含量会增加几个小时
447So this is what we found on placebo.这就是我们在安慰剂上发现的。
448So when they get a big reward,所以,当他们得到一个大奖赏,
449their happiness goes up a lot.他们的幸福不断上升
450When they get a small reward, it goes up a little bit.当他们得到一个小的奖赏, 它去一点点。
451It's kind of what you'd expect.这是你所期望的
452This is like chocolate cake or carrots.这就像巧克力蛋糕或胡萝卜。
453So on placebo, you see what you'd expect.所以在安慰剂上,你会看到 你期待什么。
454Now the question is, when you take a dopamine drug,现在的问题是,当你服用多巴胺药物时,
455is that boosting your happiness for all rewards?这能为你带来幸福吗?
456That's the kind of thing we might predict.这是我们可以预测的
457That is not exactly what happened.事实并非如此。
458What happens instead, which is really interesting,接下来会发生什么 很有趣
459is that it boosts happiness for small rewards.因为它能增加小报酬的快乐
460It actually boosts it up to the same level as large rewards.它实际上将它提升到与大奖相同的水平.
461So that actually makes it因此,实际上它
462so that all rewards look basically the same.这样所有的奖励看起来基本一样。
463They all look like big rewards.他们看起来都是大奖品
464Everything looks like chocolate cake一切都像巧克力蛋糕一样
465if we're talking about snacks.如果我们在谈论点心。
466So I think this is really interesting.所以我觉得这很有趣。
467It isn't a simple relationship.这不是一个简单的关系。
468Some people predicted that it would just boost all happiness.有些人预言它只会促进所有的幸福.
469It's a little bit too simplistic,有点太简单了
470but it does strongly suggest that dopamine is playing a role但是它确实强烈地表明 多巴胺正在发挥作用
471in how much rewards impact how we feel如何回报 如何影响我们的感受
472from minute to minute.一分钟到一分钟。
473Okay, so I wanna talk for a few minutes好,我想谈几分钟
474about another kind of domain where happiness关于另一种领域 快乐
475might be interesting and different across individuals.可能很有趣,而且个人不同。
476So this is the social domain.这就是社会领域。
477So people have different social preferences.所以人们有不同的社会偏好.
478Some people are generous, some people not.有些人是慷慨的,有些人不是。
479We're interested in whether the emotions that people have我们想知道人们的情绪是否
480are relevant to how generous they are.与它们多么慷慨有关。
481And so in this particular situation,因此,在这个特殊的情况下,
482we brought people into the lab in groups, groups of four,我们把人带进实验室 分成四组
483and they were told they were playing a game他们被告知他们在玩游戏
484with another person that was in another room.和一个在另一个房间里的人
485They've actually played the same gamble as someone else.他们和别人玩过同样的赌博
486So in this example, you're gonna play a gamble所以在这个例子中,你会赌博
487where you could win 95 pence on this trial or get nothing.在那里你可以赢得95便士 在这个审判或得到什么。
488And Tom in the next room could also win 95 pence隔壁的汤姆也可以赢95便士
489or get nothing.要么就一无所获
490And let's say in this particular example,举个例子
491you win and Tom loses.你赢了,汤姆输了
492Now, how do you feel?你感觉怎么样?
493So you can report after every few trials, how you feel.这样你就可以在每次试验后 报告你的感受
494And we were interested in understanding我们很想知道
495what determines their happiness.是什么决定了他们的幸福。
496Was it just their rewards?只是他们的奖励吗?
497Was it something about the relationship是关系上的事吗?
498between their rewards and Tom's rewards?在他们的奖励和汤姆的奖励之间?
499That's what we wanted to find out.这就是我们想知道的
500If you both win, happiness goes up a lot.如果你们都赢了,幸福就会增加
501That's kind of what you'd expect.这就是你所期望的
502So both people won, happiness goes up.于是两人都赢了,幸福就上升了.
503If you have this kind of situation如果你有这种情况
504where you win and Tom loses,在那里你赢了,汤姆输了,
505happiness goes up significantly,幸福的升华很大
506but not as much as if you both win.但没有你们赢的多
507So this is on average.所以这是平均的。
508So we're not talking about individual differences.所以我们不是在谈论个别的差异。
509On average, what's called advantageous inequality,平均来说,所谓的有利不平等
510economists call that, significantly reduces happiness.经济学家称这大大降低了幸福感.
511Now, what about losses?现在,损失呢?
512So we see a similar thing here.因此,我们在这里看到类似的事情。
513If you lose and Tom loses, you're unhappy.如果你输了汤姆,你就不高兴了
514But actually, if you lose and Tom wins,但事实上 如果你输了 汤姆赢了
515what's called disadvantageous inequality所谓的不利不平等
516actually reduces your happiness even more.实际上会减少你的幸福
517So on average, people don't like inequality所以一般人不喜欢不平等
518in both whether it's good or bad,无论好坏
519or whether you get more or less than the other person.或者你得到的比其他人多或少。
520On average, people are preferring equality.平均而言,人们倾向于平等。
521But I did mention there's a lot of differences但我说过有很多不同之处
522between individuals.个人之间。
523And I think that's the thing that we want to understand now.我认为这就是我们现在想要理解的。
524So we used our happiness equation所以我们用我们的幸福方程式
525to capture ups and downs of happiness in the task在任务中捕捉幸福的升降
526in relation to expectations and prediction errors.关于预期和预测错误。
527And we added two extra terms,我们又加了两个条件
528a parameter for what we think of as guilt,一个参数 对于我们认为有罪,
529if you got more than another person,如果你有超过另一个人,
530and a parameter is something like envy,而一个参数 就像是嫉妒,
531if you got less than another person.如果你比别人少
532Both these parameters were significantly negative on average,这两个参数平均都明显负值,
533both of these things are reducing happiness,这两件事都在减少幸福
534and we can predict happiness over the experiment我们能预测实验的快乐
535just as before.就像以前一样
536Okay, now, what I didn't tell you is好吧,现在,我没有告诉你
537the participants also did another experiment参与者也做了另一个实验
538which is called a dictator game这叫做独裁者游戏
539where they decide how much of an endowment他们决定捐赠多少
540to give to another person.给另一个人。
541Something they don't know is how much of this money他们不知道这些钱有多少
542do you want to give to someone else?你想给别人吗?
543And a lot of people give nothing,很多人一无所获
544a lot of people give half,很多人给了一半,
545and a lot of people give something in between that.很多人都对此有所让步
546No one gives more than half, not surprisingly.没有人给的超过一半,不足为奇。
547And what we found was that we looked at the parameters我们发现的是,我们研究了参数
548in this happiness equation,在这个幸福的方程式中
549we could actually predict who is going to be generous我们可以预测谁会慷慨解囊
550and who is going to be stingy.而谁将吝啬。
551And what we found is that the people我们发现的是人民
552that had stronger guilt parameters更强的内疚参数
553gave almost twice, or actually over twice as much几乎两次,或实际上两倍以上
554as the people that had stronger envy parameters.作为那些有更强烈的羡慕力的人
555So we can actually predict based on how they felt因此,我们实际上可以预测 他们的感受
556during this other task, how generous they would be在这次任务中,他们将会多么慷慨
557when they're given a choice当他们有选择的时候
558about how much to give to someone else.关于给别人多少钱。
559Even though in the first experiment,尽管在第一次实验中
560there were never any options从来没有任何选择
561about how much to give to someone else关于给别人多少钱
562or how to split money with someone else.或如何与他人分钱.
563So I think this is really interesting.所以我觉得这很有趣。
564This is the distribution of how much people gave.这是分配 多少人给予。
565So a lot of people gave nothing,所以很多人一无所获
566a lot of people gave half,很多人给了一半
567a lot of people in between.中间有很多人
568And when we look at those different groups,当我们看着这些不同的群体,
569the people that gave nothing毫无贡献的人们
570had really strong enemy parameters,有非常强大的敌人参数,
571but not guilt parameters.但不是内疚参数。
572And the people that gave something和给的东西的人
573have really strong guilt parameters,有很强的内疚参数,
574but not envy parameters.但不羡慕参数。
575And I think this is interesting,我认为这是有趣的,
576partly because it means that the emotional responses部分因为这意味着情绪反应
577that people have are sufficient to explain differences人们足以解释差异
578in generosity across individuals.在个人之间慷慨解囊。
579So it's not all strategic.所以这不是所有的战略。
580There is some component about how generous people are有一些关于人们多么慷慨的部分
581that really is closely linked to their emotions.和他们的情绪息息相关
582So another domain where we might expect differences因此,另一个领域 我们可能期待差异
583across individuals is in relation to psychiatric symptoms.不同个人之间的精神病症状。
584So like the symptoms of depression,就像抑郁症的症状一样
585there's over 300 million people around the world全世界有3亿多人
586that suffer from depression.他们患有抑郁症。
587And the two major symptoms are depressed mood两大症状是情绪低落
588and diminished pleasure,和减少的喜悦,
589{\fn黑体\fs22\bord1\shad0\3aHBE\4aH00\fscx67\fscy66\2cHFFFFFF\3cH808080}我们都应该能衡量
590in a task like this.在这样的任务。
591And that's the experiment we did next.这就是我们接下来做的实验。
592We asked whether there's a,我们问有没有...
593what's thought of as a blunting,认为什么是钝器,
594so a reduction in how strongly these different events因此减少这些不同事件的强度
595affect people's happiness.影响人们的幸福。
596That's the prediction.这就是预测
597If you just don't feel rewards as much,如果你不觉得回报那么多,
598there should be a reduction in how strongly rewards应该减少奖励的力度
599affect your happiness.影响你的幸福。
600This is 1200 people that don't have depression,这是1200人 没有抑郁症,
601the normal pattern of parameter estimates in our model.我们模型中参数估计的正常模式。
602And then we had around almost 600 people然后我们有大约600人
603that have significant depressive symptoms.有显著的抑郁症状。
604And in those people, you would predict a blunting,在这些人中,你会预言一个钝器,
605a reduction in emotional reactivity for rewards.减少对奖励的情绪反应。
606We did not see that.我们没有看到这一点。
607In fact, if anything, we saw slight increase.事实上,如果有的话,我们看到略有增加。
608There was no difficulty with measuring happiness衡量幸福并不难
609in depressed individuals.在抑郁的个人。
610And if anything, a slight increase如果有的话,稍微增加一点
611in how much it impacted their happiness.影响他们的幸福
612We looked at the level of the brain as well.我们审视了大脑的水平。
613So we scanned people in a similar task所以,我们扫描了人们 在类似的任务
614and we found no blunting there as well,我们发现那里没有钝器,
615which surprised a lot of people.这令很多人吃惊
616And I think part of the reason我认为这是原因之一
617is because people have done other tasks因为人们做了其他工作
618that are much more complicated更复杂
619where people with depression might have different beliefs抑郁症患者可能有不同的信仰
620compared to people that are not.而不是别人
621But this house is so simple.但是这房子太简单了
622And these, the people with depression这些是抑郁症患者
623do not show any differences.不显示任何差异。
624But they did show a difference in the baseline parameters.但他们确实表现出了基线参数的不同。
625So this is the set point这就是设定的点
626around which their happiness oscillates.他们的幸福将随处可见。
627You can see it going up and down around that value.你可以看到它上下 围绕这个值。
628And if people are more depressed,如果人们更沮丧,
629they oscillate around a lower value.它们绕着一个较低的值移动。
630And this is a really strong effect.这是一个非常强大的效果。
631And I think this also suggested我觉得这也说明
632the happiness they're reporting in the games他们在游戏中报道的快乐
633is actually very closely related其实是紧密相连的
634to their overall happiness in their regular life.在他们正常生活中的幸福
635And one thing that we're trying to do now还有一件事,我们正在尝试做
636is to understand whether the parameters in these games是要了解这些游戏中的参数
637are related to their level of depression.和他们的抑郁程度有关
638If we can measure people repeatedly over weeks如果我们能在几周内反复测量人
639or even months, which is something we're doing甚至几个月,这就是我们在做什么
640with our new smartphone app, The Happiness Project,我们的新智能手机应用 幸福计划
641then we can ask whether these parameters然后我们可以问这些参数
642will, for example, get reduced例如,将减少
643right before someone is about to get more depressed.在有人会更沮丧之前
644So that's a question that we are now answering,所以,这是一个问题 我们现在回答,
645trying to answer.试图回答。
646And so we're doing that with this new smartphone app,所以用这个智能手机的新程序
647The Happiness Project.幸福计划.
648And I'll just show you a little video of what it looks like.我给你们看一段视频,看它是什么样子。
649And I'll talk more about one of the tasks我会多谈一个任务
650to finish off this presentation.以结束演示文稿。
651So this is a learning task所以,这是一个学习任务
652where you also have a chance to win a lot of points也有机会赢得很多分数
653or lose a lot of points.或失去很多分数。
654This is a task where you are fishing这是你钓鱼的任务
655and people tend to tap more when they get more,人们往往在得到更多的东西时, 更能挖掘,
656they have more rewards they can get.他们可以得到更多的奖励。
657I'll talk more about this task in a minute.我一会再谈这个任务
658And this is our standard kind of task.这是我们的标准任务
659And we kind of set it up而我们有种设置它
660so that people are encouraged to play repeatedly鼓励人们反复演奏
661because they can progress along this map因为他们可以沿着地图前进
662and earn badges as they complete和获得的徽章,当他们完成
663the different tasks in the game.游戏中不同的任务。
664So I'll just talk about one of these tasks所以我只谈其中一项任务
665because I think it's really interesting因为我觉得这很有趣
666and relevant to this question about what depression does.和这个问题有关 抑郁症是做什么的。
667So in this task, you're digging for treasure因此,在这个任务中,你挖掘的宝藏
668and the deeper the treasure,与更深的宝藏,
669the less likely you are to get it.你得到它的可能性越小。
670Now you can see there's some blocks in the future.现在,你可以看到未来有一些街区。
671The next block is actually red.下一个街区其实是红色的.
672And that actually means that your next block,这实际上意味着你的下一个街区,
673you won't have the opportunity to win any points.你将没有机会赢得任何积分。
674You actually are trying to avoid losing points你其实是想避免失去分数
675or you lose 20 points.或者你输了20分。
676And you can see now again, in the future,现在你可以再次看到,在未来,
677the next block is another one where you could win points.下一个区块是另一个 你可以赢得积分。
678And so it alternates between gain and loss blocks.于是它又在损益区块之间交替出现。
679And we were interested in whether we could understand better我们很想知道我们能不能理解
680how the information about the future influences关于未来的信息如何影响
681how you feel right now.你现在感觉如何?
682And it does quite strongly.它确实非常强烈。
683So when you are in a loss frame,所以,当你在一个损失框架,
684if you know that the future looks bright,如果你知道未来看起来很光明
685your happiness on average is high,你的快乐平均很高
686if higher and if the future looks not so good,如果更高 如果未来看起来不妙
687then your happiness is lower.那你的幸福会更低
688And this is the same thing that happens这是同样的事情发生
689if you're in a game frame.如果你在游戏中。
690So in both situations,所以在这两种情况下
691people on average care about the future.人们平均关心未来
692Now, just as in the social experiments就像社会实验一样
693and these other experiments,和这些其他实验,
694there's a lot of variation across individuals.个体间差异很大.
695A lot of people care to different degrees很多人关心不同程度的人
696about the future.关于未来
697Some people basically ignore it.有些人基本上忽视了这一点。
698And some people, it matters a lot for their happiness一些人,这对他们的幸福很重要
699and for the decisions they make.和他们的决定。
700And it looks like we're also seeing some evidence看来我们也看到了一些证据
701that if you're depressed,如果你感到沮丧,
702you're actually more sensitive to that information你其实对这个信息比较敏感
703when you're in one of these loss situations.当你遇到这种损失时
704So this is something that we're now working on right now.所以这是我们现在正在研究的。
705Okay, so now we're left with the question好吧,现在我们还有问题
706of what you can do with this information你用这个信息可以做什么
707in your regular life, if anything.在你的正常生活中,如果有的话。
708So I want you to think about a situation所以我要你考虑一下情况
709that probably none of you have ever been in or will be,可能你们中没有人曾经或将来,
710but you can imagine.但你可以想象出来。
711So if you were in the Olympics and you won a silver medal,所以如果你参加奥运 并获得一枚银牌
712how would you feel?感觉怎么样?
713So you might think, well, I mean,所以,你可能会认为,嗯,我的意思是,
714that you won a silver medal at the Olympics,你在奥运会上获得银牌
715that's amazing.这是惊人的。
716That's not actually something that any of us ever expect,这其实不是我们任何人所期望的
717probably any of us ever expect to get.也许我们谁都希望得到。
718That would be amazing.这将是惊人的。
719But what actually tends to happen但实际上会发生什么
720is that people look a little bit disappointed.人们看起来有点失望
721So this is one Olympian getting the silver medal.这是奥运获得银牌。
722Here's another one.这里还有一个。
723Here's a whole team, a swim team that got the silver medal.这是一队人马,游泳队获得银牌.
724None of them is looking very happy about this.没有一个看起来很快乐。
725And at one level, you probably can understand it在一个层面上,你也许能理解
726when you think about it.当你想到它。
727But if you think a little bit more deeply,但如果你想得更深一点
728they basically have, I mean,他们基本上,我的意思是,
729there's so many people they beat to get the silver medal.为了获得银牌 他们打败了这么多人
730There's so many people they beat.他们打的人太多了
731They're actually, there's only one person in the world其实,世界上只有一个人
732that's better than them at something.这比他们做的更好
733And they're still disappointed.他们还是很失望
734And of course, now it's obvious when you think about it,当然,现在,当你想到它,
735like they wanted the gold.就像他们想要的黄金。
736They thought they were gonna get the gold.他们以为会拿到金子
737And they've been training for years to get the gold.他们训练了好几年才拿到金子
738And in that sense, they failed in that.从这个意义上讲,他们失败了。
739And maybe they were really close.也许他们很亲近
740And so you could understand why they would be unhappy about.这样你就能理解他们为什么会不高兴
741So that kind of led people to think所以,那种 引导人们思考
742that when I published this work,当我出版这部作品时,
743that the solution to this was to just be,这个问题的解决方法只是,
744to have low expectations all the time, okay?一直期望很低,好吗?
745So just expect the worst.所以,只是期待最坏的。
746You always be happy about the outcome.你总是为结果高兴
747That's that prediction error.这就是预测错误。
748So if you actually have low expectations所以,如果你真的 低期望
749and you want a silver medal, you'd be pretty excited.你想要一枚银牌,你会非常兴奋。
750So that kind of makes sense on one level,因此,这种 合理在一个层面,
751but on another level, it doesn't.但是在另一个层面,它不会。
752And the problem here is this other term in the middle,而这里的问题是另一个术语 在中间,
753the expectations term.期望的术语。
754So what people are kind of thinking所以人们的想法
755is set low expectations, blow them away.被设定低期望, 吹走他们。
756That is the solution, okay?这就是解决办法,好吗?
757That's how you can be happier.这样你才能更快乐
758Now the problem, if you look at the math a little bit more现在的问题是,如果你多看一些数学
759is this expected value term in the middle.是中间的预期值。
760And that one is a little tricky那个有点棘手
761because that one is affecting your happiness因为那会影响你的幸福
762before you find out the outcomes of your decisions.在你发现你的决定结果之前
763So if I'm, for example, sorry, I have my prediction errors.所以,如果我,比如说,对不起, 我有我的预测错误。
764We've already talked about that,我们已经谈过了,
765but those expectations are just as important for happiness但这些期望对幸福同样重要
766before you find out what happens.在你发现真相之前
767So if I'm looking forward to going to a movie,所以如果我想看电影
768or watching a movie like this one, Soul,或者看这样的电影 灵魂
769I hear it's pretty good.听说不错
770And so my expectation, once I'm gonna watch it,所以,我的期望, 一旦我要看它,
771my expectation could be positive我的期望可能是积极的
772and I'm gonna be happy about that.我会很高兴的
773But if I just expect the worst about everything,但如果我对一切期望最差
774then I can't actually tell which movie to watch.那样我就不能告诉谁看电影了
775So I can't actually tell whether I wanna watch this one所以我不知道我是否想看这个
776or this other movie, Cats, which no one says is good.或者这另一部电影,猫, 没有人说这是好的。
777Apologies if there's any fans in the audience,抱歉,如果观众有粉丝
778but no one says this is a good movie.但没人说这是部好电影
779But if I just expect that everything is gonna be terrible,但是,如果我只是期望 一切都会是可怕的,
780I'm not gonna actually be able to decide我实际上无法决定
781and I probably won't watch any movie.我可能不会看电影。
782And I definitely will not be training for the Olympics我绝对不会参加奥运会
783because people that train for the Olympics因为参加奥运会的人
784for years and years have very high expectations.多年来,人们的期望很高。
785Otherwise they wouldn't be motivated to actually do it.否则,他们不会被激励 真正做到这一点。
786So you can see that these expectations所以你可以看到这些期望
787are actually quite important for the decisions we make.事实上,对于我们所做的决定来说,这是非常重要的。
788And there's not a good way of just hacking your happiness也没有一个好的方法 只是黑你的幸福
789and just having low expectations all the time并且一直抱有低期望
790as a solution to increase in your happiness.作为增加你快乐的解决方案.
791But I think there's a lot we can learn但我觉得我们可以学到很多东西
792from these kinds of mathematical equations.从这些数学方程。
793We're starting to gather data from a lot of people,我们开始收集很多人的数据,
794thousands of people around the world using a smartphone app,全世界成千上万的人使用智能手机应用程序,
795The Happiness Project.幸福计划.
796And that's giving us a better understanding这让我们有了更好的理解
797of what determines happiness from minute to minute是决定幸福的
798and how it relates to happiness in your overall life,以及它与你整个生活中的幸福的关系,
799life satisfaction, and also depression.生活满足,还有抑郁症
800And the hope is that the insights that we'll get希望我们能得到的洞察力
801will help everyone be,将帮助每个人,
802well, especially the people that are depressed,特别是那些沮丧的人
803but will have potential treatments但有潜在的治疗
804that can be informed by the results of our experiments.可以从我们的实验结果中得知。
805And hopefully the research we can do希望我们能做的研究
806can make everyone just a little bit happier.能让每个人都开心一点
807So thank you very much for your attention.所以,非常感谢你的注意。
808All right, thank you so much.好吧,非常感谢。
809That was fantastic.这太棒了。
810Covered a lot in a short amount of time.短短的时间内覆盖了很多.
811So what we'll do now is we'll open it up for questions.我们现在要做的就是打开它问问题。
812So if anybody has questions,所以如果有人有疑问
813feel free to either use the zoom function on the bottom.可以在底部使用缩放函数。
814There's a, there should be a raise hand function有个,应该有举手功能
815that you can use,你可以用来,
816or you can enter your question directly in the chat box.或者您可以在聊天框中直接输入您的问题。
817And I can either call on you我也可以打电话给你
818or read your question out loud for you.或者大声读你的问题
819And of course, if you are asking a question,当然 如果你在问问题
820again, it would be best if you had your camera on再说一遍,最好把相机打开
821so that we can actually have some face-to-face interaction.这样我们就可以进行一些面对面的互动。
822And I just wanna say that like,我只是想说,喜欢,
823thank you again for taking the time.再次感谢你抽空来
824And this is an incredible privilege for people这是令人难以置信的特权
825to be able to ask a question directly.可以直接提问。
826And so this is a pretty rare opportunity.所以这是一个非常难得的机会。
827And so I do encourage people to take advantage of that.所以我鼓励人们利用这一点。
828In the meantime, while people are coming up with questions,与此同时 当人们提出问题的时候
829I have a lot of questions.我有很多问题
830We're happy to talk about anything,我们很乐意谈任何事,
831anything you guys are interested in.任何你们感兴趣的。
832Yeah, yeah.对 对
833So please ask your questions.所以,请问你的问题。
834I'll just start off with a couple of questions.我先问几个问题
835And if people have some, then I'll turn over to them.如果别人有的话,我就交给他们
836So you talked about the expectations at the end.所以最后你谈到了人们的期望。
837It's commonly said that like,人们常说...
838oh, just like before you go to a movie哦,就像你去看电影前一样
839or before you like go into like a nice meal,或者在你们喜欢进餐之前
840you say like, oh, I'm just gonna lower your expectations你说,哦,我只是要降低你的期望
841so you can be like pleasantly surprised, right?所以你可以像愉快的惊喜,对不对?
842I think that's like a pretty common strategy我觉得这就像一个相当常见的策略
843that people do.人就是这样
844And you don't wanna like hype something up too much.你可不想太喜欢胡闹
845So, but it seems that based on the formula you had所以,但似乎根据你的公式
846that isn't quite true.这不是真的
847So practically, what would you recommend us do所以实际上,你会建议我们做什么
848in these situations?在这种情况下?
849Okay, yeah, so good question.好吧,是的,那么好的问题。
850So yeah, so it didn't seem most optimistic at the end there.所以,对,所以它似乎没有 最乐观的结局在那里。
851So yeah, so I think it relates to like whether you're,所以是的,所以我觉得这与你是否
852if you're in your normal environment如果你在正常环境中
853and it's like the kind of place you go to lunch就像你去吃午饭的地方一样
854like all the time,像所有的时间,
855it doesn't really make sense to like lower your expectations喜欢降低你的期望是没有道理的
856or raise your, whatever,或养育你,无论什么,
857because it's a place you would go back to因为它是一个地方 你会回到
858and probably you go back to like fairly regularly.可能你还经常喜欢
859You go back to there every week or every month or something.你每周或每个月都去那儿
860And so in that kind of situation,因此在这种情况下,
861you actually, you wanna have realistic expectations其实,你想有现实的期望
862because they're guiding your decisions.因为他们在指导你的决定
863That's helping you learn like which restaurant you like让你学会喜欢哪个餐厅
864and which one you don't.而哪个你没有。
865I think the situation where you can kind of, you know,我认为你的情况可以...
866manipulate, I think it's probably better操纵,我觉得可能更好
867if you manipulate someone else's happiness,如果你操纵别人的幸福
868that's actually a lot easier.这其实容易得多。
869So if you give someone a gift,所以如果你给某人一个礼物,
870you should not tell them it's amazing你不应该告诉他们这是惊人的
871right when you hand it to them.当你把它交给他们。
872It's too late, like there's no time for them to be like,太晚了,就像没有时间让他们喜欢,
873so if they have like some time to look forward to it如果他们有时间期待
874and they kind of know how good it will be他们知道那会有多好
875and you know it will increase their happiness,你知道那会增加他们的幸福,
876like you book a holiday with a friend or something就像你和朋友订个假期之类的
877and you're both like really looking forward to it.你们俩都觉得很期待
878Okay, I can see that's the situation好吧,我看得出来情况是这样的
879where you have a long time where you can potentially enjoy it.在那里你有一个很长的时间 你可以享受它。
880And even if like maybe you're, you know,即便你可能也一样,你知道,
881getting your expectations a little bit too high,让你的期望有点过高,
882maybe that's the situation where like at the end,也许这就是最后的情况
883you'd be like, okay, wait, let's hang on a second.你会喜欢,好吧,等等,让我们挂一下。
884Okay, we're both very excited to go on this trip,好吧,我们都非常兴奋 参加这次旅行,
885but maybe our expectations are a little too high.但也许我们的期望太高了
886Like maybe this, you know,就像这样,你知道,
887there's a lot of stuff that could go wrong.有很多东西可能会出错
888Okay, but that whole time,好吧,但一直以来,
889you're enjoying that like planning, you know,尺舧硂贺璸购
890that's actually probably fine.这其实可能很好。
891It's not a thing that you're doing all the time,这不是你一直在做的事,
892but if it's like at the restaurant you go to every week但是,如果它像在餐厅 你每周去
893or yeah, something that you're doing repeatedly,或者说,你屡次做的事,
894then you probably just wanna have realistic expectations.那你可能只想有现实的期望
895So the rarer the thing is, the safer it is,所以最难得的是,它越安全,
896the farther out in time it is,时间越远,
897the more it's safe to like look forward to it.越是安全 喜欢期待它。
898It's actually totally fine.这其实是完全罚款。
899You do wanna have not too high expectations你确实不希望期望过高
900and definitely, I think if you're going with,绝对的,我想如果你要去,
901if your friend has already agreed,如果你朋友已经同意了
902they're gonna come with you to a movie,他们会和你一起去看电影,
903they're not totally sure他们并不完全确定
904whether they wanna watch it or not,无论他们想不想看
905but they said they'll come with you但他们说他们会跟你走
906and you're excited to see it.见到它你很兴奋
907You probably shouldn't tell them,你也许不应该告诉他们,
908you're super, super excited你是超级,超级兴奋
909and you're expecting it's gonna be like an amazing movie你期待它会像一部惊人的电影
910because they didn't even really wanna see it.因为他们甚至不想看
911They're just going because you've made them他们去是因为你做的
912and you're probably better off你也许更好
913following their expectations a little bit.跟着他们的期望走
914So at the end of it, they're like,所以最后,他们喜欢,
915oh, actually that was like pretty good.哦,实际上,这是相当不错的。
916That was better than I thought it would be.这比我想象的要好
917That's what you're going for, et cetera.这就是你要去的,等等。
918So you can kind of use that information with a friend.这样你就可以用这个信息和一个朋友。
919Also that works if you really want them如果你真的想要的话,那也行
920to like a restaurant that you really like,喜欢一个你真正喜欢的餐厅,
921then get them to come to it,然后叫他们来,
922but don't tell them too much.但不要告诉他们太多。
923Don't tell them it's your favorite restaurant.别告诉他们这是你最喜欢的餐厅
924Just let them find out for themselves让他们自己知道
925and they'll be happier for it.他们会更高兴的
926All right, so that sounds like,好吧,所以听起来像,
927actually it's pretty close to what I'm normally doing.实际上,它相当接近 我通常在做什么。
928Good, so you already figured this one out.很好,所以你已经想好了这个。
929The science agrees.科学同意.
930So I'm just looking through the questions所以,我只是看 的问题
931that are in the chat.在聊天的时候
932So Ivy had a question that I think is related,所以艾薇有个问题 我想和他有关
933which is she said, what about no expectations?她说,没有期望怎么办?
934Does it have any impact on happiness对幸福有什么影响吗
935if you have no expectations?如果你没有期望的话?
936I guess, is it possible to have no expectations?我猜,有没有可能没有预期?
937Yeah, okay, so I think I'll change that question a little bit.是啊,好吧,所以我想我会改变 这个问题一点点。
938So like, maybe let's say having no expectations所以,也许让我们假设没有期望
939is just like, you're not really sure at all只不过你并不确定
940what to expect of a situation,什么样的情况,
941like whether it would be good or bad.就像是好是坏一样
942In a sense like that is a kind of expectation,从某种意义上说,这是一种期望,
943but I think there's something important to Ivy's question.但我觉得艾薇的问题很重要
944Is it like, it's hard to have a really good prediction error很难预测出错误
945if you didn't actually expect anything,如果你没有真正期待什么,
946like you just have no idea what's going on,就像你只是不知道 这是怎么回事,
947because you just don't really know因为你只是不知道
948how to evaluate what happened.如何评价发生了什么。
949It's like, okay, so it would be like,这就像,好吧,所以它会像,
950if you open a present from someone如果你打开礼物 从某人
951and you're not even really sure what it is,你甚至不知道这是什么
952then it's hard to be too excited,那就很难太激动了
953either positive or happy or unhappy,积极或快乐或不快乐,
954because you're just like,因为你只是喜欢,
955I'm not totally sure what this present does.我不确定这个礼物是干什么的
956And so if someone explains it to you,所以如果有人解释给你听
957then eventually you may be like,最终你可能会像,
958oh, I could kind of see how that would be,哦,我可以看到 如何这将是,
959that sounds kind of useful, you know.听起来挺有用的,你知道的。
960But the best thing is like,但最好的事情是,像,
961at the moment they open the present,当他们打开现在,
962they instantly know what it is,他们立刻知道是什么,
963they instantly know how good it is,他们立刻知道有多好,
964and it beats their expectations.它超越了他们的期望。
965So I think that's one way of thinking about like,所以,我认为这是一种方式 思考喜欢,
966this question is like,这个问题就像,
967you can't really learn very efficiently你学得不好
968if you don't have expectations,如果你没有期望,
969or if you don't know how to interpret如果你不知道如何解释
970the information you're getting.你得到的情报。
971All right, great.好吧,伟大的。
972You talked about reward prediction error.你说的奖励预测错误。
973Jerry has a question.杰瑞有个问题
974Jerry, I'm gonna unmute you,杰瑞,我要揭发你
975and maybe you can expand a little bit也许你可以扩展一点
976on what you were trying to ask, if that's okay.关于你想问的,如果没关系。
977Yeah, yeah, you said about something是啊,是啊,你说的东西
978about the reward prediction error.关于奖励的预测错误。
979So I think I have a question about it,所以我有个问题要问
980because I can't interpret what really it is.因为我无法解释它到底是什么
981I know that the expected value我知道预期的价值
982is that how much we expect the reward is,我们所期望的报酬是多少,
983and it will influence your happiness.它会影响你的幸福。
984And the certain reward is how much you get,而一定的回报是 你得到多少,
985so that impact your happiness.从而影响你的幸福。
986So what was the reward prediction error in our real life?那么我们现实生活中的奖励预测错误是什么?
987What it can be to influence our happiness?影响我们的幸福是什么?
988That's my question.这是我的问题。
989So do a follow-up if I'm not completely understanding it,所以,做后续 如果我不完全理解它,
990but so the prediction errors are just defined但预测错误是刚刚确定的
991as the actual magnitude of an outcome作为结果的实际规模
992minus the expectation.减去预期。
993So that would be like in the example of the roulette table,所以这就像在例 在轮盘桌,
994if you expect to get $20,如果你期望得到20块,
995if the average that you would get from that roulette table如果你得到的平均 从轮盘桌
996is $20 because you're betting $40 on red,20块是因为你赌40块
997then the prediction error if you win is plus 20,那么,如果你赢了,预测误差是20,
998you got $20 more than you would on average,你得到20美元 比你平均,
999and if you lose, you get $20 less than average, minus 20.如果你输了,你得到20美元 比平均,减20美元。
1000And if you were in a situation如果你遇到麻烦
1001which doesn't work with the roulette table,与轮盘桌不起作用,
1002but in real life, like if you went to a restaurant,但是在现实生活中 就像你去餐馆一样
1003that you go too often and you expect it to be pretty good,你经常去,你期望 这是相当好的,
1004that's why you go there,这就是为什么你去那里,
1005and it's basically exactly what you expected,基本上就是你想的那样
1006then you have no prediction error.然后,你没有预测错误。
1007It's zero prediction error.这是零预测错误。
1008And the reason why that's kind of interesting和原因,为什么这是有趣的
1009is obviously when you went to the restaurant,显然,当你去餐厅,
1010you expect it to be good,你希望这是好的,
1011otherwise you wouldn't have gone there.否则你就不会去那里了
1012And so there is a reward,故有报应,
1013you are experiencing something that you enjoy,你们正在经历你们所享受的,
1014but there's no prediction error.但是没有预测错误。
1015And the thing that's really important for that这件事很重要
1016is that means you shouldn't learn anything.那就是说你不该学东西
1017So everything was exactly like you expected,所以一切都和你预期的一样
1018you should not update your beliefs about the environment.你不应该更新你对环境的信念。
1019And the thing that's really powerful和真正强大的东西
1020about this kind of approach is,关于这种方法,
1021this is actually really at the core这其实是核心
1022of modern artificial intelligence algorithms,现代人工智能算法,
1023this like very simple concept,这个概念很简单
1024because if you think about like,因为如果你想到这样,
1025I'm sure many of you are familiar我肯定你们很多人都很熟悉
1026with like AlphaGo, which is DeepMinds,与AlphaGo一样,那是深明的,
1027like Go playing artificial intelligence algorithm,喜欢 去玩人工智能算法,
1028which is like has reinforcement,譬如坚固的、
1029because basically that algorithm learned how to play Go,因为基本上算法 学会了如何玩Go,
1030like from, well, I guess the more advanced version AlphaZero喜欢,嗯,我想更高级的版本 AlphaZero
1031learned how to play Go just from playing against itself学会了如何演奏 别再自相残杀了
1032and just having information available to them,并且只是掌握他们的信息,
1033and then getting these prediction errors然后得到这些预测错误
1034and updating their values assigned并更新指定的值
1035to different positions of the board董事会的不同立场
1036based on these prediction errors.基于这些预测错误。
1037And so it's actually like a big part所以其实就像一个大角色
1038of why those algorithms are so successful为什么这些算法如此成功
1039is because they just take enormous amounts of experience,因为他们需要大量的经验
1040enormous amount of actions and feedback,大量的行动和反馈,
1041and the prediction error is based on those,以这些盟誓,
1042like whether things are surprisingly good or bad就像事情是出乎意料的好是坏
1043are being used to train those algorithms.正在用来训练这些算法。
1044Okay, thank you.好的 谢谢
1045So, but I think in the southern world所以,但我觉得在南方世界
1046and the gap between the southern world南方世界之间的差距
1047and your exact value can sometimes influence your happiness.你的准确价值有时会影响你的幸福
1048So in my mind, I think that's the thing所以在我脑海里,我想这就是问题所在
1049that the reward prediction error can be, is that okay?赏金预测会出错 可以吗?
1050Well, that's not how we set it up,好吧,这不是我们如何设置它,
1051but I understand your intuition is good不过我知道你的直觉很好
1052because you could think of like concepts like regret,因为你可以想到像后悔这样的概念,
1053like if you make a decision就像你做决定一样
1054and like you could have gotten some other thing more safely,就像你可以得到一些其他的东西 更安全,
1055that could be something that could influence your happiness.这会影响你的幸福
1056And I think that's part of what you're noticing,我认为这就是你注意到的
1057that difference is also another kind of variable差别也是另一种变数
1058that might be relevant to how you feel.这也许与你的感受有关
1059And in this environment that turned out not to be the case,而在这个环境 事实证明并非如此,
1060but it's a totally reasonable prediction.但它是一个完全合理的预测。
1061And my bet is that in other situations我敢打赌,在其他情况下
1062where that difference is actually like kind of informative区别其实就像 一种信息
1063about whether you made a mistake or not,关于你是否犯了错
1064it might have a bigger impact.可能会有更大的影响
1065So I could definitely see that happening in some situations.所以我可以肯定地看到这种情况在某些情况下发生。
1066Like in real life, that is actually probably fairly common和现实生活中一样,这也许很常见
1067because it captures this idea of regret因为它捕捉到这种遗憾的想法
1068that many of us will feel我们很多人会觉得
1069if things didn't go quite like we wanted them to go.如果事情不象我们想的那样发展下去的话
1070Okay, thank you.好的 谢谢
1071Thanks for sharing.谢谢大家分享
1072Thank you, Jerry.谢谢,杰瑞
1073Next we have Evelyn.接下来是伊芙琳
1074Evelyn, I'm gonna unmute you if you want to ask.伊芙琳,如果你要问,我会揭发你
1075If not, I can also ask.如果没有,我也可以问。
1076Sure, so my question is,当然 所以我的问题是
1077you talked about dopamine level and happiness,你谈论多巴胺水平和幸福,
1078and I know there are like also other new transmitters我知道还有其他新的发射机
1079which has the function of controlling people's happiness,它的作用是控制人们的幸福,
1080for example, serotonin.比如说,血清素
1081So I'm curious if simply injecting those所以我好奇的是,如果简单地注射这些
1082as like a form of medicine就像一种药物
1083can raise people's happiness level,可以提高人们的幸福水平,
1084if that's a feasible solution.如果这是一个可行的解决方案。
1085Yeah, so that's a good question.是啊,所以这是一个很好的问题。
1086The simple answer is no.简单的答案是否定的。
1087And I think the reason is that the relationship,我认为原因是 关系,
1088like the function of those neurotransmitters就像那些神经递质的功能
1089is our increasing knowledge in neuroscience是我们在神经科学方面不断增长的知识
1090is showing that they're actually quite complicated.显示它们其实很复杂
1091They're actually playing many different functions.他们实际上在发挥许多不同的功能.
1092They have many different receptors他们有很多不同的受体
1093and they're sending many different kinds of signals.他们发出许多不同的信号
1094And the brain is always kind of adapting大脑总是在适应
1095to the level of those signals至这些信号的水平
1096in a way that lets you be ready for whatever happens to you.让你准备好面对一切
1097So you could imagine that like the circumstances这样你就能想象到这样的情况
1098of your life are very different你的生活很不一样
1099from other people that you might know,是你们所认识的(偶像),
1100because they, for example, have a different job,因为他们的工作不同
1101they live in a different place,他们住的地方不同,
1102if they live with different people.如果他们和别人住在一起
1103And so everyone's brain is adapting所以每个人的大脑都在适应
1104to those different circumstances.这些不同的情况。
1105And so the absolute level of any of these kinds of signals所以任何这类信号的绝对水平
1106isn't actually something the brain in general uses to,其实不是一般的大脑用来...
1107for example, determine how you feel.比如,决定你的感受。
1108And it's more like the changes in those signals这更像是这些信号的变化
1109are what relates to our feelings.和我们的感情有关
1110And so one thing that isn't所以,有一件事,这不是
1111within our technological capabilities在我们的技术能力范围内
1112is that perhaps the neurotransmitters也许是神经递质
1113like dopamine or serotonin如多巴胺或血清素
1114could be elevated at very specific times.可以在非常具体的时刻提升。
1115So if you're in a situation所以,如果你在一个情况
1116where you really should be feeling,你真正应该感觉到的
1117you really should be attentive,你真的应该小心,
1118you really should be rewarded for something that you did你真的应该 奖励你做了什么
1119that everyone agrees is like a great thing you did.每个人都同意你所做的一切
1120And that would be potentially a time那可能是一个时间
1121where you might want to have like that burst of dopamine在那里你可能想要 像多巴胺爆发
1122or burst of serotonin that would help reinforce或血清素的爆裂有助于强化
1123and help you learn about the things that you're doing帮助你了解你正在做的事情
1124that you're doing well.说你做得很好。
1125So in timing those, like that's something we just can't do.所以,在时间上,这些, 像这是我们无法做的。
1126But that's probably the situations但情况可能是这样
1127in which dopamine and serotonin其中多巴胺和血清素
1128aren't actually having the kind of effects其实没有那种效果
1129where we learn actually,在那里,我们学习实际,
1130we have a lot of friends we can rely on,我们有很多可以信赖的朋友
1131we did a good job and people that are depressed我们做得很好 和那些沮丧的人
1132may not notice that as much because of differences可能没有注意到,因为有差异
1133in how their dopamine and serotonin systems are working,他们的多巴胺和血清素系统如何运作,
1134but just boosting them in general但只是一般地推动他们
1135won't actually solve that.也不会解决的
1136Unfortunately, we need something that's a bit more targeted不幸的是,我们需要一些更有针对性的东西
1137to the specific situations where they should go up他们应该上台的特殊情况
1138and they should go down.他们应该下去。
1139So it's a really good question.所以这是一个非常好的问题。
1140But yeah, unfortunately the brain is pretty complicated.但不幸的是 大脑很复杂
1141And so there isn't an easy fix in that area.因此,该地区并不容易解决。
1142Great, thank you.很好,谢谢
1143Lee, I'm gonna unmute you.李,我要揭发你
1144Okay, so I'll keep my camera off好吧,所以我会保持我的相机关闭
1145because I have, I think connection issues.因为我有,我认为联系问题。
1146Sorry about that.对不起
1147No problem, no, no, that's fine.没问题,不,不,没关系。
1148Yeah, so thank you so much for the insightful sharing.是啊,所以非常感谢你 有洞察力的分享。
1149So my question is about what's your suggestion所以我的问题就是你的建议是什么
1150manage and even master our own emotions?管理甚至掌握我们的情绪?
1151Because for them in daily life,因为他们在日常生活中,
1152you mostly feel like the emotions,你大部分感觉就像情绪,
1153your emotions are driving you你的情绪正在驱使你
1154to make certain reactions and feelings.做出某些反应和感受
1155I think you would be ideal if in the opposite,我想你会很理想 如果相反,
1156you can be more in control of your feelings or emotions.你可以更控制你的感受或情绪。
1157So what's your suggestion?那你有什么建议?
1158Thank you.谢谢
1159So I'm not a clinical psychologist我不是临床心理学家
1160and I don't know that much about the different strategies我对不同的策略不太了解
1161for example, for regulating emotions例如,为了调节情绪
1162which actually are well studied.这些研究是很好的。
1163The insights that we can get from our studies.我们从研究中得到的洞察力。
1164I mean, I think there are a couple我的意思是,我认为有一对夫妇
1165of things that are helpful.有帮助的东西。
1166So one of those things is that the happiness,所以其中之一 就是快乐,
1167the events that influence happiness,影响幸福的事件,
1168it decays pretty quickly in time.它很快腐烂
1169So once you have more emotionally relevant events happening所以,一旦你有 更多的情感相关事件发生
1170then you kind of forget about the ones that happened然后,你有点忘了 发生的事情
1171even a minute or two ago甚至一两分钟前
1172because so many things are happening.因为发生了很多事
1173And this may not be surprising这也许并不奇怪
1174if you play some video games,如果你玩电子游戏,
1175you can actually, if you think back如果你回想起来,你也可以
1176like what you were doing a minute or two ago就像你一两分钟前做的一样
1177actually maybe doesn't really influence其实也许没有真正影响
1178that much how you feel那种感觉
1179because so many things have happened recently.因为最近发生了很多事情
1180And I think in real life that's maybe,我认为在现实生活中,也许,
1181sometimes that could be reassuring有时候,这可以让人放心
1182that like if you just sit there and you're feeling bad,碞钩Гê 稰谋罺
1183it may persist for quite some time它可能会持续相当一段时间
1184because there's nothing else to kind of replace因为没有什么可以替代的
1185that there's no other emotionally relevant events没有其他情感相关事件
1186for you to experience.让你体验一下
1187But if you find a way of going out但如果你找到办法出去
1188and doing things that matter to you,做对你很重要的事
1189then that's a way of having those new events这样就能有新的事件了
1190influence your emotions影响你的情绪
1191and having the older events kind of pushed out.更古老的事件被推开
1192So I think that's one thing that we can say about it.因此,我认为这是我们可以说的一件事。
1193I mean, I think it's challenging in general.我的意思是,我觉得它具有挑战性 总的来说。
1194I think that the situation that we,我认为,我们,
1195like obviously we don't have that much control就像我们显然没有那么多控制
1196over emotions except to realize超越情感 除了实现
1197that our emotions will pass,我们的情绪会过去
1198that we don't have to make our decisions based on them我们不必根据它们做决定
1199if we're in a good mood or a bad mood,如果我们心情好或坏
1200we can sit, we can try to pause我们可以坐下,我们可以尝试暂停
1201and not make a decision too quickly不要太快决定
1202based on those emotions.基于这些情感。
1203And one way of thinking about that还有一种想法
1204is if you're about to make a decision如果你要做决定的话
1205and you make the decision, maybe you write it down你做决定,也许你写下来
1206and then you wait a while, you wait an hour or something然后等一会,再等一个小时什么的
1207and you see if you still wanna make the same decision.看看你是否还想做同样的决定
1208And if you still wanna make the same decision如果你还想做同样的决定
1209at multiple time points,在多个时间点,
1210then it's probably the thing you wanna do.那你可能也想这么做
1211But if you feel like actually like an hour later,但如果你觉得像 一个小时后,
1212you're like, wait, why, I don't wanna do that.你就像,等等,为什么,我不想这样做。
1213Then maybe that's a good sign那也许这是个好兆头
1214that like actually the first time you felt like that就像你第一次那样
1215because of an emotion you're feeling at that moment.因为你当时的情绪
1216So I think you do have some control over your circumstances.所以我觉得你确实能控制你的处境
1217If you know certain things are actually more relevant如果你知道一些事情 其实更相关
1218to your happiness, you can put yourself,对于你的幸福,你可以把自己,
1219try to put yourself more often in situations试着让自己更经常地陷入困境
1220that you know are happiness increasing,你知道幸福正在增加,
1221but that's more a kind of an awareness,但这更是一种意识,
1222just an awareness of your emotions只是意识到你的情绪
1223and the things that are causing it.和造成它的东西。
1224And so obviously we're doing these very precise experiments显然我们做了非常精确的实验
1225to find out like very specific things relevant to emotions,找到一些与情感相关的非常具体的事情
1226but everyone can think about in their regular life,但每个人都可以在正常生活中思考,
1227the things that matter most, maybe write a list of them最重要的事情,也许写一个清单
1228and just try to make sure that like in every day,试着确保 像每天,
1229there's several things on that list名单上有几个东西
1230that they know are improving, are relevant他们知道正在改善,是相关的
1231to their happiness and increase their happiness.和增加他们的幸福。
1232And there's no shortcuts here.这里没有捷径
1233So this is like one of the things about happiness,所以这就像关于幸福的事情之一,
1234like it should keep on adapting as your circumstances adapt喜欢它应该保持适应 随着你的情况适应
1235because your brain is always trying to adapt因为你的大脑总是试图适应
1236to your current circumstances.对你目前的情况。
1237But there are these little things we can do但有些小事我们可以做
1238where we can make decisions about our environment在那里我们可以决定我们的环境
1239to just try to understand how they work试着理解他们是如何工作的
1240and use that a little bit to our advantage.并用它一点点对我们有利。
1241Thank you so much.非常感谢
1242That's very powerful actually.这其实是非常强大的。
1243Thank you.谢谢
1244Great.不错
1245Thanks, Lee.谢谢 李..
1246I'm just going to ask a quick follow up on that.我只是要问一个 快速的后续。
1247I mean, there were some surprising results,我的意思是,有一些令人惊讶的结果,
1248I think from your study in terms of the effects从你的研究中,我想到效果
1249that depression has and does not have.抑郁症过去和现在都没有。
1250And in particular, I feel like the sort of the relative effect特别是,我觉得 那种相对效果
1251of depression and how when you're already depressed,抑郁症,当你已经抑郁,
1252everything is kind of depressed,一切都有点沮丧,
1253but the overall effect actually is not what you expected.但总的效果其实不是你想的那样
1254So can you kind of talk a little bit more about the upshot所以,你能不能多谈谈 关于高潮
1255of what you've found out so far about depression关于你目前发现的抑郁症
1256and what if any kind of clinical applications如果有任何临床应用
1257you guys may have so far?你们可能有到目前为止?
1258Yeah, that's a good question.是啊,这是一个很好的问题。
1259So we see this shift,因此,我们看到这个转变,
1260which actually in some ways is kind of reassuring.在某些方面 这有点让人放心
1261It shows us that the happiness that people are reporting它向我们展示了人们正在报道的幸福
1262while they play this game.他们玩这个游戏的时候
1263So you might expect that like everything所以,你可能会期待 像一切
1264just normalizes to the game.正常的游戏。
1265Everything is in the frame of reference to the game.一切都在游戏的参考范围内.
1266They don't actually know we're going to ask them他们不知道我们要问他们
1267about their depression.关于他们的忧郁。
1268We sent them the questionnaire several weeks later几周后我们把问卷寄给他们了
1269after they played the game.在他们玩游戏后
1270We asked them later,我们后来问他们,
1271hey, can you play this depression questionnaire?嘿,你可以播放 抑郁症问卷?
1272Several thousand people did.几千人这样做。
1273And they may not even remember that they played the game他们可能不记得自己玩过游戏
1274because if they haven't played in several weeks,因为如果他们几周没玩了
1275not going to take it personally.别拿它个人。
1276But this relationship is really strong.但是这种关系真的很牢固.
1277And so I think that means like that's really nice.所以我认为这意味着,这真的很好。
1278Like that does mean that the information they're reporting就像他们报告的信息一样
1279during the game is actually like is related在游戏中,它实际上就像关联
1280to their symptoms, but not quite exactly as you said,他们的症状, 但并不像你说的,
1281not quite in the way we expected.并不像我们预期的那样
1282And so we kind of expected both of those things所以,我们有点期待 这两种东西
1283to be shifted and only one of them was very strongly被转移,只有一个非常强烈
1284across our population.我们的人口。
1285One of them wasn't, but actually in some ways,其中一个不是 但实际上在某些方面
1286I think that's kind of reassuring because what that means我觉得这有点让人放心 因为那是什么意思
1287is the responses that depressed people have to these events压抑人们对这些事件的反应
1288are actually not that different.其实没什么不同
1289So they're getting upset about the same things.所以他们对于同样的事情感到不快.
1290They're getting happy about the same things.他们对同样的事情越来越高兴了.
1291Their emotions are moving up and down他们的情绪在上下移动
1292for this very simple environment in a way that means对于这个非常简单的环境 方式意味着
1293that if they were going to,如果他们打算,
1294if part of the problem with people that are depressed如果问题的一部分 与抑郁的人
1295is that they have the beliefs about their world,他们对于自己的世界是信仰的,
1296about their environment that are really hurtful for them,他们的环境对他们来说是有害的,
1297really aren't helping them.真的帮不了他们
1298It's not as if they can't have these prediction errors不是说他们不能有这些预测错误
1299that could change their beliefs.这会改变他们的信仰
1300And so it may be that like they're having the feeling,所以也许他们有那种感觉
1301but then it just doesn't change what they think.但那样不会改变他们的想法
1302And we have seen evidence in other experiments我们在其他实验中看到了证据
1303that that might be the case,可能是这样,
1304but at least that gives us another clue但至少这给了我们另一个线索
1305as to like where to target,喜欢在哪里瞄准,
1306because it means like the emotional response to something,因为它的意思 像情感反应的东西,
1307they're paying attention,他们在注意
1308they are noticing when something goes well他们注意到,当事情顺利
1309or doesn't go well.或者情况不妙
1310And that for some reason, when something goes well,因为某种原因,当事情进展顺利时,
1311for example, they don't then use that information例如,他们不使用这个信息
1312to know actually things that are likely真正知道一些可能的事情
1313to go well in the future.未来会很顺利
1314They're in a game where like they're learning something在游戏中他们好像在学东西
1315and they figured out the puzzle他们解开了谜题
1316and they know what the right thing to do is.他们知道该怎么做
1317They, their emotions are saying at one level他们,他们的情绪 在一个层面说
1318that they like realize that they're doing the right thing,他们喜欢意识到自己在做正确的事情,
1319but at another level,但另一方面,
1320they're not actually improving their choices他们实际上并没有改善他们的选择
1321in the way that someone that wasn't depressed is.那种没有抑郁症的人
1322And so we'd hope that like we can kind of use所以我们希望,像我们可以使用
1323that information to like target that specific process信息喜欢针对特定进程
1324that is changing people's beliefs.这正在改变人们的信仰。
1325And that may be something that we could do也许我们可以做点什么
1326with a clever kinds of experiments or interventions,和聪明的实验或干预,
1327the kind of things that cognitive psychologists那种认知心理学家
1328or clinical psychologists will work with.或者临床心理学家会与之合作
1329And we might be able to improve those therapies我们也许可以改进这些疗法
1330{\fn黑体\fs22\bord1\shad0\3aHBE\4aH00\fscx67\fscy66\2cHFFFFFF\3cH808080}以某种方式把信仰过程作为目标
1331Great, thanks.很好 谢谢
1332I have lots of follow-up for that,我有很多后续行动
1333but I'm gonna jump to one more question from the chat.但我会跳到另一个问题 从聊天。
1334This is from Jackie Wu,这是吴成龙寄来的
1335who unfortunately can't turn on her mic,可惜她不能打开麦克风
1336but I'm a Penn grad and currently working但我是宾夕法尼亚州立大学的毕业生,目前正在工作
1337in a university in China as a psychology lecturer.在中国的一所大学担任心理学讲师。
1338And every time I wanna get to the topic of happiness,每次我想谈幸福的事
1339I always hesitate how to approach this topic.我总是犹豫如何处理这个话题。
1340As I have observed two ways to explain happiness up to now.正如我观察到的 解释幸福至今的两种方式。
1341In the positive sense,从积极的意义上讲,
1342we can see that happiness level of car accident survivors,我们可以看到车祸幸存者的幸福度
1343for example,比如说,
1344gradually get back to the previous level逐渐回到上一个级别
1345over a period of time.在一段时间内。
1346From a negative perspective,从负面的角度看,
1347we find that as long as we are pursuing happiness,我们发现只要我们追求幸福
1348happiness looms larger,幸福的来临,
1349which means we will never achieve the real happiness.这意味着我们永远不会实现真正的幸福。
1350So the question then is how can we of these approaches所以问题是,我们怎样才能采取这些办法?
1351or maybe another approach,或也许另一种方法,
1352which would you endorse?你会支持哪一个?
1353Or I guess the more general question is,或者我猜更一般的问题是,
1354so what do we do with all this talk about happiness我们怎么处理这些关于幸福的话题?
1355and the psychology of happiness和幸福的心理学
1356and how are we actually supposed to talk about it?我们该怎么谈谈呢?
1357So the car accident studies,所以车祸研究
1358which is that happiness surprisingly令人惊讶的是幸福
1359comes back up relatively quickly.回来的速度比较快
1360A year later, people are basically back up to normal.一年后,人们基本恢复正常.
1361It kind of mirrors the lottery winner findings有点像彩票赢家的发现
1362that I mentioned that basically a year later,一年后我提到过
1363people are kind of back to normal.人们恢复了正常
1364It's not a hundred percent the case,这不是百分之百的情况,
1365but it's mostly the case.但情况主要如此。
1366And that's, yeah.这一点,是的。
1367So that's true in lots of situations在很多情况下都是这样
1368when good or bad things happen to people.当好事或坏事发生在人们身上
1369And in some ways,在某些方面
1370actually, if you think about the car accident situation,实际上 如果你想到车祸的情况
1371you kind of, that is what you want to happen.你有点,这就是你想发生的。
1372So if someone has a car accident,所以,如果有人发生车祸,
1373but then they kind of adjust但是,然后他们有点调整
1374and their life isn't the same as it was before,他们的生活和以前不一样
1375but they find ways of making it work,但他们找到了方法 使它工作,
1376then it's kind of reassuring in some ways那从某种意义上来说,这有点让人安心
1377that for most of those people,对于大多数人来说,
1378their happiness actually comes back pretty much up他们的幸福其实会重现
1379to where it was before the car accident.去车祸发生前的地方
1380In some ways, surprising,在某些方面,令人惊讶的是,
1381you wouldn't think that would happen.你不会认为会这样吧?
1382But actually, I think this is a sign但实际上,我认为这是一个征兆
1383of what I mentioned is that the human brain我提到的人脑
1384is always trying to adapt to your circumstances.总是努力适应你的情况
1385Your circumstances are going to be different你的情况会不同
1386than they were 10 years ago.比10年前还要好
1387They're going to be different in 10 years.十年后他们就会不同了
1388They're going to be different in 20 years.20年后他们就会不同了
1389And your brain has to be able to handle that你的大脑必须能够应付
1390and make good decisions,并做出正确的决定,
1391even though your circumstances just,尽管你的处境
1392they just naturally change across your lifespan.他们只是自然改变 在你的一生。
1393Even if nothing, no major event of either winning the lottery即使没有,也没有大事件 无论是中彩票
1394or getting in a car accident happens to anyone here,或发生车祸 任何人在这里,
1395you're still, your circumstances will change a lot.你还在,你的情况会改变很多
1396And I think this comes to like your kind of second point,我认为这是喜欢你的第二点
1397which is that pursuing happiness is very tricky.追求幸福是很棘手的
1398And if we think about some of these results I've mentioned,如果我们想想我提到的这些结果
1399it kind of seems that perhaps a better way to think似乎也许有更好的方法去思考
1400about how happy you feel from minute to minute,关于你有多高兴 从一分钟到一分钟,
1401like what it is, is more like a tool.喜欢它是什么, 更像一个工具。
1402So it's, the happiness, how you like feel right now所以,这是,幸福, 你喜欢现在的感觉
1403or five minutes from now or five minutes ago,5分钟后 5分钟前
1404is like a, you could think of as a tool就像一个,你可以认为是一个工具
1405that reflects things about your current circumstances,这反映了你目前的情况
1406whether things are getting better or worse.事情是好是坏。
1407That's something we actually hypothesize这是我们实际的假设
1408might be part of the function of happiness.也许是幸福的一部分
1409So if your environment is getting better,所以如果你的环境越来越好
1410if things have been getting better lately,如果最近情况好转
1411then that means different things那意味着不同的事情
1412about what decisions you make.关于你的决定。
1413So if you're in a situation所以,如果你在一个情况
1414where you could leave at any point你可以随时离开
1415and you're actually kind of happy about it,你其实有点高兴,
1416then that's a good sign that maybe you should stick around那是个好兆头 也许你应该留下来
1417because things have been going well,因为事情一直很顺利
1418better than they were before.比以前还好
1419And hopefully that means they'll continue to stay better.希望这意味着他们会继续保持更好的状态。
1420And if things are getting worse,如果事情变得更糟,
1421then that's maybe a time to leave.那就是时候离开了
1422If you're at a party如果你在派对上
1423and you're not really enjoying yourself,你并没有真正享受自己,
1424you probably should go because it's not,你可能应该去 因为这不是,
1425there's not a good reason often to believe没有什么好理由经常相信
1426things are gonna get better.一切都会好起来的
1427And I think that's partly what your happiness is tracking.我认为这部分是你的幸福感。
1428It's tracking something like it,它在追踪类似的东西
1429mathematically you could think of it数学上你可以想到
1430as like the derivative of your environment,就像你环境的衍生物
1431like something like whether your environment就像你的环境
1432is getting better or worse.越来越好或更糟。
1433And that is a useful quantity for the brain to represent这对大脑来说是有用的数量
1434because the world is not random.因为这个世界不是随机的。
1435So if the environment is getting better,所以,如果环境越来越好,
1436it tends to keep getting better.情况会越来越好
1437If the environment is getting worse,如果环境越来越差
1438it tends to keep getting worse.它总是越来越糟。
1439That's not always true, of course.当然,这并不总是真实的。
1440Some things actually are random,有些东西是随机的
1441like coin flips are random.像硬币翻转是随机的。
1442But in general, if someone's nice to you repeatedly,但总的来说,如果有人对你反复好
1443they're probably gonna stay nice to you.他们可能会对你很好
1444There's no reason to believe没有理由相信
1445like they're suddenly gonna turn on you.就像他们会突然对你发火
1446And so I think that's one way you could think about所以我觉得这是你能想到的
1447your happiness from minute to minute你从一分钟到一分钟的幸福
1448is something that's like a tool就像是工具一样
1449that you can use to make good decisions in your life.你可以在生活中做出正确的决定
1450So I think pursuing that kind of happiness所以我觉得追求这种幸福
1451is kind of a mistake.这是一种错误。
1452It's just not probably gonna get you what you want,它只是可能不会得到你想要的,
1453partly for the reasons are mentioned部分原因提到
1454that you just never actually achieve it.你只是从来没有真正实现它。
1455But I do think like life satisfaction但我确实认为生活满足
1456or like being satisfied with your life或者喜欢满足你的生活
1457is something that we don't quite understand how it works我们不太明白它是如何运作的
1458or how it relates to your happiness from minute to minute.或与你的幸福有何关系
1459Obviously, how you feel from minute to minute显然,你的感觉 从一分钟到一分钟
1460is like a dominant part of your conscious experience.就像你觉悟中的主要经验
1461Like it is, if you ask someone how they're feeling,就是这样 如果你问别人他们的感受
1462like you're not usually gonna get an answer就像你通常得不到答案一样
1463about like how satisfied they are with their life.就像他们对自己的生活有多满意
1464You're usually gonna get an answer about like right now,你通常会得到一个答案 像现在,
1465and maybe something that happened to them that day,也许那天发生了一些事情
1466not over the last year or something.没有过去的一年什么的。
1467And so I think we still have that elusive like,所以我觉得我们还有那种难以捉摸的...
1468how do we increase how satisfied with their lives?我们如何让他们的生活更加满意?
1469But I think those are probably kind of related.但我认为这些可能有点关联
1470If you are using your happiness as a tool如果你把幸福当作工具
1471in order to make good decisions,为了做出正确的决定,
1472and you're in general putting yourself in situations你总觉得自己陷入困境
1473where you kind of like what's going on,在那里你喜欢 发生了什么事,
1474there are things you value,有些东西你珍视,
1475then actually that probably is a recipe其实那可能是个秘方
1476for having higher life satisfaction.因为生活满足度更高
1477So I think that's how you could think of,所以我觉得你应该这样想
1478even though just trying to achieve the goal即使只是试图达到目标
1479of being more satisfied is challenging,更满意是挑战,
1480just being aware of your happiness and what it means.只是意识到你的幸福 以及这意味着什么。
1481You don't have to obsess about it,你不必迷恋它,
1482but if you're just aware of it and you notice但是,如果你只是意识到 它,你注意到
1483when it's consistently in the same situation, low or high,当它一直处于同样的情况, 低或高,
1484that's a sign of things you might want to try to do more这表示你可能想做更多事情
1485to prioritize more in your life,在你的生活中更加优先,
1486or things you might wanna try to avoid if you can,或者你想避免的事情 如果你可以的话
1487if you're in a situation where you're really unhappy如果你真的不开心的话
1488and you notice it happens to you every week,你注意到它发生在你每周,
1489and you can find some way of avoiding it,你可以想办法避免它,
1490some way of getting out of it,某种方式摆脱它,
1491then that's something that you could make a change这样你就能改变这一切了
1492and make decisions that change your circumstances.做出改变你处境的决定
1493And that will probably, that will show up in your happiness这或许会出现在你的幸福中
1494because those situations where you're really unhappy因为你真的不开心
1495on a regular basis will stop happening as much.经常发生的情况将同样停止。
1496And presumably, if you can do that也许,如果你能做到这一点
1497for a lot of things in your life that are important,对于你生活中很多重要的事情,
1498then most people would be more satisfied with their lives.然后大多数人会更满意自己的生活。
1499And also, they'd kind of feel like而且,他们会觉得
1500they're in more control of their situation,他们更能控制自己的处境
1501and that's obviously a good thing.这显然是件好事
1502Great, thank you.很好,谢谢
1503So it seems like this idea of relativity所以这似乎是相对论的想法
1504is pretty important, right?这很重要,对吧?
1505Because we're talking about your happiness因为我们在谈论你的幸福
1506relative to your previous happiness,相对于你之前的幸福
1507your happiness relative to your environment,你的幸福 相对于你的环境,
1508as well as your relative happiness以及你的相对幸福
1509to other people around you and their circumstances, right?对你周围的其他人 和他们的情况,对不对?
1510So there's a lot of comparison going on所以有很多比较
1511in both a negative and a positive way, I guess.无论是负面还是正面,我想。
1512And I've always sort of felt like usually it's not helpful我总觉得这没什么用
1513to compare yourself to others把自己和别人比起来
1514because it's like the silver medalist situation.因为它就像银牌获得者的情况。
1515You tend to be comparing yourself to the one person你总是把自己和一个人比起来
1516who's better versus all the other people谁比其他人更好
1517you're working with better often.你经常合作
1518So can you kind of talk about that?你能谈谈吗?
1519I noticed that was kind of a trend throughout the findings,我注意到这个趋势 在整个调查结果,
1520but does the finding bear that out?但发现是否证实了这一点?
1521Yeah, absolutely.当然
1522So this, I mean, I kind of mentioned所以,我的意思是,我有点提到
1523that it's kind of good that your brain你的大脑也不错
1524is always kind of adapting because it's kind of,总是在适应,因为它有点,
1525you could think of it as like you make the same decisions你可以把它想成 你做同样的决定
1526about, like the same brain has to make a decision大约,就像同一个大脑 必须做出一个决定
1527about like what to get for lunch,喜欢什么吃午餐,
1528which is something where like the difference与众不同之处
1529between like a good decision and a bad decision在决定与错误之间
1530at the same cafe is very, very small, okay?在同一家咖啡馆很小,好吗?
1531These are very small.这些都很小。
1532You know, the total value of that difference你知道,这种差异的总价值
1533is like less than a dollar.这就像不到一美元。
1534And the same brain has to make a decision同样的大脑必须做出一个决定
1535like where do I go to school?就像我在哪里上学?
1536Or like, do I take this job or this other job?还是说,我接受这份工作还是其他工作?
1537Which is obviously, or who do I marry?很明显,还是我嫁给谁?
1538These huge decisions, which is obviously it,这些巨大的决定,很明显,
1539You know, these huge decisions which is obviously,你知道,这些巨大的决定 显然,
1540And, and the same brain has to be able to do both of those things like decide where同样的大脑必须能 做这两种事情 比如决定在哪里
1541to go to lunch, and like what to get for lunch, and, and like what job to take.去吃午饭,喜欢什么 得到午餐,喜欢什么工作
1542And the brain, your brain can do that because it can adapt to these different situations.大脑,你的大脑可以做到这一点,因为它可以适应这些不同的情况。
1543And it kind of adjusts and uses the same neural circuitry to make these comparisons and way它会调整并利用同样的神经电路 来进行这些比较
1544up these, and sometimes obviously some things like if you're deciding like, you know, which上这些,有时显然有些事情 比如如果你在决定,你知道,
1545apartment to rent or something, there's like so many different features of an apartment公寓出租什么的, 有很多不同的 特点的公寓
1546about where it's located, like, you know, things about the layout, like how the bedroom looks,关于它的位置, 喜欢,你知道,关于布局的事情, 像卧室的样子,
1547what the, you know, how much noise, there's just so many different mentions you might什么,你知道, 多少噪音, 只是有这么多不同的 提到你可能
1548think like, this is a really hard, I can't tell which is the better one, they, they're想想,这真的很难, 我不知道哪个是更好的, 他们,他们是
1549both good in different ways.两者在不同的方面都是好的。
1550And so it's true, like your brain does have trouble like solving that question.所以,这是真的, 就像你的大脑确实有困难 像解决这个问题。
1551But actually, I think in that situation, like often, if you have all the information, and,但是,实际上,我认为在这种情况下, 像经常一样, 如果你有所有的信息,
1552and you just know, you gather all the information you have, and then you just go with your gut,你只知道,你收集你拥有的所有信息, 然后你只是走你的直觉,
1553your brain is, does a pretty decent job of integrating over a lot of information and你的大脑是,做一个相当体面的工作 整合了很多信息
1554just saying like, well, you know, I think this one's the better one.我只是说,嗯,你知道, 我认为这个是更好的一个。
1555And you may not know exactly what it was about that.你也许不知道这是怎么回事
1556It's like the thing that's making it better.谓如是事能令众生得益.
1557But your brain does a good job of like handling all these really complicated situations但你的大脑做得很好 像处理所有这些非常复杂的情况
1558we're in.我们进去了
1559And that's partly why all of this stuff is so relative.这就是为什么所有这些东西都是相对的。
1560And so obviously there are situations where that's bad.显然有些情况很糟
1561It's like there's like the keeping up with the Joneses kind of situation where like就像跟琼斯一家在一起一样
1562someone else gets something and now you want it too.别人得到的东西, 现在你也想要它。
1563But like you didn't even care about the thing last year or didn't even exist last year.但就像你甚至不关心 去年的事情 或者甚至不存在 去年。
1564It's like a new thing.犹如新事.
1565And so you could think of that as only being a bad thing.那样你就能把这当做坏事了
1566The good thing there is like also people get motivated because they also see what's幸好人们也会有动力 因为他们也看到了什么
1567possible.也许吧
1568And so you could say like, if you know that someone was able to achieve所以,你可以说,如果你知道 有人能够实现
1569something, you might also think I could also achieve that.某事,你可能也认为 我也能做到这一点。
1570So just not worry about like the having more material possessions.所以,不要担心像 拥有更多的物质财产。
1571But just like for like, say for an athlete, you see what someone is able to achieve,但是,就像,说一个运动员, 你看一个人能够实现什么,
1572then you kind of know like something is possible and if you work hard, maybe you'll那你应该知道什么是可能的 如果你努力工作 也许你会
1573also be able to achieve it.也能够做到这一点。
1574And obviously sometimes it ends up with disappointment很明显,有时会失望
1575because all those people that are willing to spend like their entire careers on a因为所有那些愿意像整个职业生涯一样 花在...
1576sport, they obviously think they could get a gold medal, otherwise they couldn't do运动,他们显然认为 他们可以得到金牌, 否则他们不能做
1577it.这个
1578And other people obviously think they also could get a gold medal, otherwise they其他人显然认为他们也可以获得金牌,否则
1579wouldn't be sponsored to do that sport.不会被赞助做那个运动。
1580And so there's a lot of other reinforcement that's kind of like supporting this same所以还有很多其他的强化 类似支持这个
1581idea.点子
1582So it's actually not really surprising they would be disappointed about second所以,其实这并不奇怪 他们会失望第二
1583place, given the circumstances they were probably in.地点,考虑到他们可能所处的环境。
1584So I think this one kind of goes both ways.所以我觉得这一种是双向的。
1585I think if you just kind of are aware of it and you think about like whether the the我认为如果你只是 那种知道它, 你想想,如果
1586feeling you have about some like relative comparison is actually good for you, like感觉你有一些相似的相对比较 其实对你有好处,比如
1587actually motivational or like a reasonable thing, that can be helpful because there are其实是激励性的 或者像一个合理的事物, 这可以有帮助 因为有
1588some stories like, yeah, actually, my circumstances are not that great.一些故事,比如,是的,实际上, 我的情况不是那么好。
1589And like, really, this is not a good environment for me.而且,真的,这对我来说不是一个好的环境。
1590I'm really like, there is a better job because I don't actually find this job that我真的很喜欢,有更好的工作 因为我没有找到这个工作,
1591fulfilling.满足。
1592And when I talk to some friends, like they actually have jobs they really当我跟一些朋友说话, 就像他们真的有工作,他们真的
1593enjoy.喜欢。
1594And and so that can be really helpful for like saying, OK, yeah, I think it's所以,这可以帮助 喜欢说,好吧,是的,我想这是
1595possible I'm going to go get I'm going to try to get another job because this is not可能我要去得到 我试图得到另一个工作,因为这不是
1596actually the right one for me.其实对我来说是合适的
1597But of course, at the same time, like as we mentioned, like if you're just like jealous但当然,同时,就像我们提到的, 就像如果你只是像嫉妒
1598of someone else because of their success and there's no way of you actually changing因为别人的成功 你根本没法改变
1599anything about what you do, I like I don't compare myself to celebrities.无论你做什么, 我喜欢我不比自己和名人。
1600My life is so different from theirs.我的生活和他们不一样
1601It's not helpful.无益.
1602And and and so people that do that's usually it's not a good not a所以人们这样做 通常这不是一个好,不是
1603helpful thing.有帮助的
1604And so there are tradeoffs there.所以这里有权衡
1605And if you're kind of just aware of what you're feeling and why you're feeling it and如果你只是意识到 你的感觉和为什么你感觉
1606whether there's anything you should change in your life as a result of it, that's你的生活是否应该因它而改变什么?
1607probably pretty healthy.也许相当健康。
1608And you won't get in trouble where you're just like always在你和往常一样的地方 你不会惹上麻烦的
1609jealous of someone where you could never have that.嫉妒一个你永远无法拥有的人
1610It's not realistic.这不现实
1611So I think that's probably a good way of thinking about that.因此,我认为这可能是一个很好的思考方式。
1612But it's tricky because your brain is just trying to help you make decisions and但这很棘手 因为你的大脑只是想帮助你做决定
1613there's no like one decision that is always the right answer.没有一个决定是正确答案
1614A lot of life is about decisions where there is no right answer.很多生活都是关于没有正确答案的决定.
1615You just kind of have to make a decision at some point.你总得做个决定
1616I mean, that I think that in itself is pretty helpful to to have that perspective as我的意思是,我认为,这本身 很有帮助,使这种观点
1617well.不错
1618So so somebody did ask me a direct question, which was to since you所以有人问我一个直接的问题 自从你问起
1619were at UCL before and you're now at Yale, to compare the two schools and the之前在UCL 而你现在在耶鲁 比较两所学校
1620environment for doing research between the schools.学校之间开展研究的环境。
1621But I am going to expand that question a little bit into a more general question,但我要把这个问题扩大一点 成为一个更笼统的问题,
1622which is you've now done research in the US as well as the UK.你在美国和英国都做过研究
1623And I guess the more general question is and we've talked about this a little bit我想更一般的问题就是 我们已经谈过了
1624before between you and me of research in psychology in general, where historically之前你我之间 对心理学的研究 在历史上
1625the research has always been in, you know, Western countries, college students,研究一直在,你知道, 西方国家,大学生,
1626typically upper middle class white.典型的上中产阶级白人。
1627And so it seems like a lot of the results are going to be very skewed.似乎很多结果会非常扭曲。
1628What I love about your research is that you have a global audience and so you're我喜欢你的研究 是,你有一个全球观众 所以你是
1629doing research on people around the world.研究世界各地的人
1630And so I find that to be a much more helpful model, I guess.所以我觉得这是一个更有用的模型,我想。
1631And so the general question, I guess, is to talk about the environment of studying所以一般的问题,我想, 是谈论学习的环境
1632psychology right now in different places around the world and what you know about心理学现在在世界各地 和你知道的
1633it and to compare it and to say, what is the future direction, I guess, of of of比较一下,然后说,我猜,未来的方向是什么?
1634the field in general?整个领域?
1635Your question is getting broader and broader.你的问题越来越广泛
1636I'll start I'll start with like the more specific questions kind of like relate to我先说说 更具体的问题
1637the question that came in, then you can ask me again the much broader one.然后你可以再问我一个更广泛的问题
1638So there's lots of great things about both UCL and Yale and the UK system versus加州大学和耶鲁大学 以及英国的体系 都有很多伟大的东西
1639the US system at different levels.不同层次的美国系统。
1640I think it's kind of the UK system is often more focused for training.我觉得英国的制度 往往更注重训练
1641So obviously at the undergraduate level, it's three years instead of four.所以在本科一级,显然三年而不是四年。
1642And it's much more, you know, specific training, like you would only be taking更特别的训练 就像你只会参加
1643psychology classes at the graduate level.研究生一级的心理学课程。
1644It's also more focused in the sense that it's a three year PhD or sometimes a four从三年博士或有时四年博士的意义上来说,它也更有重点
1645year PhD.博士学位
1646But people often have done several years before in between undergrad但人们常常在几年前 在初中之间
1647and grad school, although that's increasingly common in the US as well, like虽然在美国也越来越普遍
1648as a research assistant or a master's degree is very common for PhD students at作为研究助理或硕士学位对于博士生来说非常常见。
1649UCL.乌科联.
1650Both of them are both of them are great places to do science.两人都是科学的好地方
1651So there's not one place that's like better.所以没有比这更好的地方了
1652And yeah, I think it's like and obviously those are both great places, very是的,我想这就像,显然 这些都是伟大的地方,非常
1653different.不一样
1654And I think like, yeah, so I think UK and the US are both great places我认为,是的, 所以我认为英国和美国 既是伟大的地方
1655for science, for international science people.为科学,为国际科学人士。
1656Lots of people come there to the US.很多人来到美国
1657Lots of people come to London from other places.很多人从其他地方来伦敦
1658So most of the people they were working in my lab were from all around the world.所以他们在我的实验室工作的人 大多来自世界各地。
1659So, yeah, there were students from from China, from Singapore, from from India,有来自中国、新加坡、印度的学生
1660from throughout Europe.从整个欧洲。
1661And so it was really diverse group of people.所以,这是非常多样化的人群。
1662They were coming to London and I think it makes an exciting environment for doing他们正要来伦敦 我觉得这环境让人兴奋
1663science.科学。
1664And I think actually so that relates to Devon's like broader question我觉得这和德文的问题有关
1665of like where psychology is going.就像心理学正在发展
1666So I don't know if I don't think it's going所以我不知道,如果我不认为它去
1667this direction fast enough.这个方向足够快了
1668I mean, I think this question about like people have我的意思是,我认为这个问题 像人们有
1669become aware of this concept of like weird populations like Western educated,开始意识到这个概念 像奇怪的人口 像西方教育,
1670industrialized, rich, democratic populations like US, you know, psychology工业化的,富有的,民主的人口 比如美国,你知道的,心理学
1671students is like a prime example.学生就像一个典型的例子。
1672US psychology students at US universities is like definitely that group.美国大学的心理学学生 肯定就是这个群体
1673And that is like the foundation of like psychology at Western universities.这就像西方大学心理学的基础
1674But I think increasingly people are aware of the issues,但我认为人们越来越意识到这些问题,
1675increasingly people are doing cross-cultural studies.人们越来越多地从事跨文化研究。
1676We are starting to do that.我们开始这样做。
1677But obviously there are extra issues that come up.但显然还有更多的问题出现。
1678So, for example, with our smartphone app, it's in English, it's on iOS and Android.例如,用我们的智能手机应用软件, 它用英语,它用iOS和Android。
1679And so obviously that means that like in a place like China, we don't have very many所以很明显,这意味着 像在中国这样的地方, 我们没有太多
1680people and the people that do play on the app that are in China obviously are not在应用软件上玩的人 在中国显然不是
1681representative because they're English speakers and they found a way of因为他们是讲英语的人 他们找到了一种方法
1682downloading it because it's not available in the standard app stores.下载,因为标准应用商店中无法提供.
1683But we do get a lot more diversity and we do collect information now about但是,我们确实得到了更多的多样性 而且我们现在收集的信息
1684people's native language and the app is available.人们的母语和应用程序是可用的。
1685And I mean, there's people from over 100 countries that have downloaded it.我的意思是,有100多个国家的人 已经下载了它。
1686So we are starting to get at these questions and these questions about emotions所以,我们开始了解这些问题 和这些关于情感的问题
1687and happiness and decision making are a lot of the questions that we want to幸福与决策是我们想要的许多问题
1688answer.答问.
1689And I hope that over the next decade, there'll be a lot more of this kind我希望在未来的十年里 会有更多这样的
1690of research.研究内容。
1691There'll be a lot more collaborations between, for example,比如说,我们之间会有更多的合作
1692universities in Asia and universities in the West to run the same paradigms在亚洲的大学和在西方的大学 运行同样的模式
1693because they're so easy now to run paradigms online, to run them on smartphones因为他们现在很容易在网上运行范式 用智能手机运行
1694that, you know, there's no reason why we can't get this data.我们没有理由得不到这些数据
1695It does take a bit more effort.这确实需要更多的努力。
1696And I think the major issue was like for students in Western institutions is that我想对西方学校的学生来说
1697there's not a lot of people, not a lot of grad students that are really interested没有太多的人, 没有太多的研究生 真正感兴趣的
1698in that question.在这个问题。
1699I mean, it's kind of surprising, but obviously in some sense,我的意思是,这有点令人惊讶, 但显然在某些意义上,
1700it's kind of it's kind of intuitive.有点直观
1701Same thing is like there's not a lot of graduate students are interested in what同样的是,没有多少研究生对什么感兴趣
1702happens when people get older, like, you know, what happens across the lifespan.当人们变老的时候, 比如,你知道,在一生中会发生什么。
1703There are some and it's and that's great, but there's not a lot of 25 year olds有一些,这是,这是伟大的, 但没有什么25岁
1704that are interested in the psychology of 75 year olds.对75岁老人的心理学感兴趣
1705Not as much as, for example, people are interested in things like consciousness比方说,人们对意识之类的东西感兴趣
1706or how people learn or decision making.或人们如何学习或决策。
1707And so you can kind of understand, like people are interested in things that are这样你就可以理解, 就像人们感兴趣的事物是
1708more relevant to their lives.更切合他们的生活
1709And so I hope there will be more people that are interested in these cross-cultural所以我希望有更多的人 对这些跨文化的兴趣
1710issues because they're so important.因为它们很重要
1711Obviously, if we're going to have a theory for happiness for humans, it's got to显然,如果我们要有一个理论 为人类的幸福,它必须
1712work for everyone.为每个人工作。
1713And it's totally fine if the things that people in different如果人们在不同的事物中
1714countries or different, you know, if you're living in a big city versus in a rural国家或不同的,你知道, 如果你生活在一个大城市 与农村
1715area, the values that you might have might be quite different, but it would be区域中,您可能拥有的数值可能大不相同,但将会
1716surprising and disappointing if the same equations don't basically work and with令人惊讶和失望的是,如果相同的方程式 基本上没有工作 和与
1717just different values for the parameters to different values, for example, for a参数到不同值的不同值,例如:
1718product parameter related to generosity, for a parameter related to expectations.与慷慨有关的产品参数,用于与期望有关的参数。
1719You'd expect that those things would vary in systematic ways in different kinds你会期望这些东西会以不同的方式 系统性地变化
1720of people just because of their different life circumstances, which we were talking仅仅因为他们的生活环境不同, 我们谈论的
1721about before, and the different values that they have that are relevant to how以及他们拥有的不同价值,这些价值与
1722they experience the world and what determines whether their happiness goes up他们体验世界 以及决定幸福是否上升的事物
1723and down.和下来。
1724Right.对
1725So have you found any interesting kind of findings that are like particular所以,你有没有找到任何有趣的发现 类似特别
1726to specific cultures that are surprisingly different or has it been fairly不同的具体文化 或是否公平
1727consistent across the board?整体一致吗?
1728So far things seem pretty consistent, but it's hard to tell yet whether that's目前情况似乎很一致,但很难分辨是否
1729mostly because we haven't yet translated our app.主要因为我们还没有翻译我们的应用程序。
1730And so we really get a more所以我们得到的更多
1731realistic sample because then we're kind of getting the same people as if we were实事求是的样本,因为那样我们就会得到同样的人,就像我们是
1732testing, you know, for example, if we have data from Asia, it's not that different比如说,如果我们有来自亚洲的数据 就没那么不同了
1733from the group of people that were like, for example, studying abroad, doing a从一群人, 喜欢,例如,在国外学习,做一个
1734degree in London.伦敦的学位。
1735Right.对
1736That's not, they're very much, you know, that's just a group that's like more这不是,他们非常, 你知道,这只是一个团体, 像更多
1737exposed to Western culture and Western ideas and Western ideas about psychology被西方文化和西方思想和西方心理学思想所暴露
1738and not exactly what we'd want for having a really great understanding而不是我们想要的 一个真正伟大的理解
1739cross-culturally about how these really basic aspects of human behavior and在跨文化上,关于这些 真正的基本方面 人类的行为和
1740emotion work.情感会起作用的
1741Right.对
1742So we're getting there, but slowly.所以,我们到达那里,但缓慢。
1743Yeah.对
1744Which is a perfect transition to Jackie's comment, which is, it would be great to这是一个完美的过渡 成龙的评论, 也就是说,这将是伟大的
1745have a Chinese version of your app.有个中文版的应用程序
1746Then I can show it to my students, which I think is a great idea.然后,我可以把它展示给我的学生, 我认为这是一个伟大的想法。
1747Jackie, maybe you can send an email to Rob and volunteer to translate the appJackie, 也许你可以发电子邮件给Rob 自愿翻译应用程序
1748and help with it.和帮助它。
1749So with, with that, I think that's a good place to stop there, which is why因此,有了这个,我认为这是一个好地方 在那里停下来,这就是为什么
1750don't, Rob, why don't you give a final plug for your app?不要,罗布,为什么不给你的应用程序一个最后的插头?
1751And this is a great opportunity for those of you guys here to actually be able to这是你们这些家伙真正能够
1752participate in the study and to play these games.参与研究并玩这些游戏.
1753And maybe you can do a quick, quick spiel on how everybody can, can help out.也许你可以做一个快速,快速的 spiel 关于如何每个人都可以,可以帮助。
1754Yeah.对
1755Okay.摆
1756So I just put the link for the website in the chat box, thehappinessproject.app.所以我把网站的链接放进聊天盒里 幸福项目 app
1757它可用于iOS或Android.
1758I don't know quite how that works in China.我不知道这在中国是如何运作的。
1759Yeah.对
1760I would love to translate at some point is something that we're thinking about.我很想在某个时候翻译一些我们想的东西。
1761There's lots of obviously great science going on in China.中国显然有许多伟大的科学发展.
1762These days and especially psychological, neurobiological science.这些天,特别是心理,神经生物科学。
1763So it makes a lot of sense for thinking about all these questions, because just,所以思考这些问题很有意义 因为...
1764you know, the circumstances for people growing up in China are very different在中国长大的人的情况很不一样
1765than people growing up in the U S in lots of ways that could influence their比在美国长大的人 在很多方面 影响他们
1766values and the decisions they make.价值观和他们作出的决定。
1767And so part of what we are doing with our app, the happiness project is asking快乐计划要求
1768people to play these games, these really, there's like two or three mini games,人们来玩这些游戏, 这些真的, 有两三个迷你游戏,
1769really short games where we're getting, they're basically like psychology真正的短游戏,我们得到, 他们基本上就像心理学
1770experiments that you probably are familiar with and with some added你可能熟悉的实验 和一些添加
1771components, like to try to make them a little bit more fun, we can't quite部件,像试图让他们 更有趣一点,我们不能相当
1772make them into like real video games because we then lose the ability to让他们成为真正的电子游戏 因为我们失去了能力
1773like control the things that we need to do our research.就像控制我们需要做研究的东西
1774And so that's one reason besides our technological capabilities, they're所以除了我们的科技能力之外 他们也是
1775not as fun as potentially other games that you have on your phone.不像手机上的其他游戏那样有趣
1776Sorry, we're doing our best.对不起,我们正在尽力
1777But what, so the most valuable kind of data for our research is if everyone,但是,什么,所以最有价值的类型的数据 我们的研究是,如果每个人都,
1778if people play the games once and answer the question is, which takes only如果人们玩游戏一次 回答问题,这只需要
1779about 15 minutes, and then a couple of weeks later plays them again.大约15分钟, 然后几个星期后,他们再次播放。
1780So really like, you know, if we had thousands of people play it for half an所以,真的喜欢,你知道, 如果我们有上千人 玩半个
1781hour, 15 minutes in the, you know, in a couple of day period, and then 1515分钟后,一两天,然后15分钟
1782minutes, like a couple of weeks or a month later, and then we were sending,几分钟,像几个星期或一个月后, 然后我们发送,
1783we send notifications to people after a couple of weeks to kind of tell them几周后我们通知别人 告诉他们
1784that that would be really helpful.这会很有帮助。
1785So they know what would be the most valuable way they could contribute.因此,他们知道什么是他们能够贡献的最有价值的方式。
1786Cause I think one of the things that's really great about the smart phone app因为我觉得智能手机应用的其中一件很棒
1787is not only we can show people what our psychology experiments are like, they不仅仅是我们能向人们展示 我们的心理学实验是什么样子,他们
1788can get a better feeling and they can learn a bit, we have a little bit in each我们能有更好的感觉, 他们可以学习一点, 我们每个有一点点
1789game about like what the game is studying, how you could think about in关于游戏内容的游戏 如何思考
1790real life, you know, like the situation about like, uh, how do you think about现实生活,你知道, 就像关于,呃,你怎么想
1791your expectations when you go to a restaurant or something?当你去餐馆的时候你的期望是什么?
1792Um, and so we, we kind of try to teach a little bit about that in the app.嗯,所以我们,我们, 有点试图教 一点点在应用。
1793Um, and, uh, and so, yeah, so people can see what our research is like,嗯,嗯,所以,嗯, 所以,是的,所以人们可以看到 我们的研究是什么样子,
1794but they can also contribute to it.但他们也可以为此作出贡献。
1795I think a lot, a lot of people that have played our games appreciate the ability我认为很多,很多人 玩过我们的游戏 欣赏的能力
1796to contribute to science because obviously so many people really think对科学的贡献 因为很明显 这么多人真的认为
1797science is really important and, um, they don't have a good way of科学真的很重要 而且,嗯,他们没有一个好的方式
1798contributing to it in general.普遍地为它做出贡献。
1799They have a job that doesn't potentially involve science at all.他们的工作根本不可能涉及科学
1800Um, but they do think it's really important.嗯,但他们确实认为 这是非常重要的。
1801I think it's interesting and, uh, being able to give half an hour, an hour of我觉得这很有趣 而且 呃 能给半小时 一小时
1802their time for, um, research on human decision-making and emotions, you know,他们的时间,嗯,研究 人类决策和情绪,你知道,
1803well, it's an easy thing to do.嗯,这是一件容易的事情。
1804And, um, I know a lot of people do appreciate having the opportunity and而且,嗯,我知道很多人确实 感谢有机会,
1805obviously we appreciate them contributing because we wouldn't be able to make显然,我们赞赏他们的贡献,因为我们无法做出
1806these discoveries.这些发现。
1807Like we make, we made a lot of discoveries from just thousands of people就像我们做的,我们做了很多发现 从只有数千人
1808around the world, taking 15, 20 minutes out of their day to like play games环游世界 花15到20分钟 喜欢玩游戏
1809and anonymously sends us the data.并匿名发送我们的数据。
1810So we can try to figure out what makes people take risks.所以我们可以试着找出 是什么让人们冒险。
1811What makes people decide to choose one thing over the other?是什么使人们决定选择一件事而不是另一件事?
1812Uh, what makes people decide to take an effort, make a big effort for嗯,是什么让人们决定 努力,做出巨大的努力为
1813something and what determines whether your happiness goes down or goes up.是什么决定了你的幸福是下降还是上升。
1814So yeah, I mean, the, the scale of this project is incredible.所以,我是说,这个项目的规模是不可思议的。
1815You know, most experiments that I know that, you know, the sample size is你知道,大多数实验,我知道, 你知道,样本大小是
1816like 20, 30, 40 people, you know, a hundred, if you're lucky, uh, I mean,像20,30,40人,你知道,100, 如果你幸运,呃,我的意思是,
1817the scale is just incredible.这个尺度太不可思议了
1818And again, it's, it's an amazing opportunity for people to actually have a再说一遍,这是一次令人惊奇的机会 人们实际上有一个
1819direct participation in a psychological study, um, and contribute to science.直接参加心理研究,为科学作出贡献
1820Um, so I do encourage all of you to check out the happiness project.app.嗯,所以我确实鼓励大家 检查的幸福项目。
1821Um, it's available on iOS and, um, other app stores, um, check it out and itiOS上还有其它的应用商店 看看这个
1822would be great if people would be, uh, willing to at least play it and try it如果人们愿意,嗯,至少 播放和尝试它。
1823out, you know, like 15 minutes a day, you know, it's literally when you're出来,你知道, 像15分钟一天, 你知道,这是字面上 当你是
1824waiting for the subway or the taxi or the bus, um, you know, when you're等待地铁,出租车,巴士,嗯,你知道,当你是
1825working and you're taking a break, um, you know, before you sleep, whatever,工作时你休息,嗯,你知道的, 在你睡觉之前,什么的,
1826uh, you know, it's, it's, it's quite a unique opportunity.嗯,你知道,这是,这是, 这是一个相当独特的机会。
1827So, um, I do encourage you guys to do that.所以,嗯,我确实鼓励你们这样做。
1828Um, thank you, Professor Elidge for an incredible, uh, time of嗯,谢谢你,Elidge教授 一个不可思议的,呃,时间
1829sharing and answering questions.分享和回答问题。
1830Thank you for being so generous with your time.谢谢你这么慷慨
1831Thanks everyone for lots and lots of great questions and discussion.感谢大家的很多和很多伟大的问题和讨论。
1832It was, uh, it was really fun to talk to all of you about psychology and about和大家谈谈心理学和
1833happiness, all of you about psychology and about happiness, all of you about psychology and about happiness.快乐,你们所有关于心理学和幸福, 你们所有关于心理学和幸福。
该视频共有字幕 1833 条。解锁更多字幕为会员功能,请移动到 价格