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Recovering Individual Emotional States from Sparse Ratings Using Collaborative Filtering 利用协同过滤从稀疏评分中恢复个体情绪状态
Pub Date : 2022-11-19 DOI: 10.1007/s42761-022-00161-2
Eshin Jolly, Max Farrens, Nathan Greenstein, Hedwig Eisenbarth, Marianne C. Reddan, Eric Andrews, Tor D. Wager, Luke J. Chang

A fundamental challenge in emotion research is measuring feeling states with high granularity and temporal precision without disrupting the emotion generation process. Here we introduce and validate a new approach in which responses are sparsely sampled and the missing data are recovered using a computational technique known as collaborative filtering (CF). This approach leverages structured covariation across individual experiences and is available in Neighbors, an open-source Python toolbox. We validate our approach across three different experimental contexts by recovering dense individual ratings using only a small subset of the original data. In dataset 1, participants (n=316) separately rated 112 emotional images on 6 different discrete emotions. In dataset 2, participants (n=203) watched 8 short emotionally engaging autobiographical stories while simultaneously providing moment-by-moment ratings of the intensity of their affective experience. In dataset 3, participants (n=60) with distinct social preferences made 76 decisions about how much money to return in a hidden multiplier trust game. Across all experimental contexts, CF was able to accurately recover missing data and importantly outperformed mean and multivariate imputation, particularly in contexts with greater individual variability. This approach will enable new avenues for affective science research by allowing researchers to acquire high dimensional ratings from emotional experiences with minimal disruption to the emotion-generation process.

情绪研究的一个基本挑战是在不干扰情绪生成过程的情况下,以高粒度和时间精度测量感觉状态。在这里,我们介绍并验证了一种新的方法,其中稀疏地对响应进行采样,并使用一种称为协作过滤(CF)的计算技术来恢复丢失的数据。这种方法利用了个人经历中的结构化协变,并在开源Python工具箱Neighbors中提供。我们通过仅使用原始数据的一小部分来恢复密集的个人评级,在三种不同的实验环境中验证了我们的方法。在数据集1中,参与者(n=316)分别对6种不同离散情绪的112幅情绪图像进行了评分。在数据集2中,参与者(n=203)观看了8个简短的情感引人入胜的自传体故事,同时提供了他们情感体验强度的逐时评分。在数据集3中,具有不同社会偏好的参与者(n=60)在一个隐藏的乘数信任游戏中做出了76个关于回报多少钱的决定。在所有实验环境中,CF都能够准确地恢复缺失的数据,并且在很大程度上优于平均值和多变量插补,尤其是在个体变异性较大的环境中。这种方法将为情感科学研究开辟新的途径,使研究人员能够从情感体验中获得高维度的评分,而对情感生成过程的干扰最小。
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引用次数: 0
Emotional Well-Being: What It Is and Why It Matters 情感幸福:它是什么以及为什么重要
Pub Date : 2022-11-15 DOI: 10.1007/s42761-022-00163-0
Crystal L. Park, Laura D. Kubzansky, Sandra M. Chafouleas, Richard J. Davidson, Dacher Keltner, Parisa Parsafar, Yeates Conwell, Michelle Y. Martin, Janel Hanmer, Kuan Hong Wang

Psychological aspects of well-being are increasingly recognized and studied as fundamental components of healthy human functioning. However, this body of work is fragmented, with many different conceptualizations and terms being used (e.g., subjective well-being, psychological well-being). We describe the development of a provisional conceptualization of this form of well-being, here termed emotional well-being (EWB), leveraging prior conceptual and theoretical approaches. Our developmental process included review of related concepts and definitions from multiple disciplines, engagement with subject matter experts, consideration of essential properties across definitions, and concept mapping. Our conceptualization provides insight into key strengths and gaps in existing perspectives on this form of well-being, setting a foundation for evaluating assessment approaches, enhancing our understanding of the causes and consequences of EWB, and, ultimately, developing effective intervention strategies that promote EWB. We argue that this foundation is essential for developing a more cohesive and informative body of work on EWB.

幸福感的心理方面越来越多地被认为是人类健康功能的基本组成部分。然而,这一工作是零散的,有许多不同的概念和术语(例如,主观幸福感、心理幸福感)。我们描述了这种形式的幸福感的临时概念化的发展,这里称为情绪幸福感(EWB),利用先前的概念和理论方法。我们的发展过程包括审查来自多个学科的相关概念和定义,与主题专家接触,考虑定义之间的基本特性,以及概念映射。我们的概念化提供了对这种幸福形式的现有观点的关键优势和差距的见解,为评估评估方法奠定了基础,增强了我们对EWB原因和后果的理解,并最终制定了促进EWB的有效干预策略。我们认为,这个基础对于开发一个更具凝聚力和信息量的EWB工作体系至关重要。
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引用次数: 26
Attention Towards Pupil Size in Humans and Bonobos (Pan paniscus) 对人类和倭黑猩猩瞳孔大小的关注
Pub Date : 2022-11-11 DOI: 10.1007/s42761-022-00146-1
T. W. Zijlstra, E. van Berlo, M. E. Kret

Previous work has established that humans have an attentional bias towards emotional signals, and there is some evidence that this phenomenon is shared with bonobos, our closest relatives. Although many emotional signals are explicit and overt, implicit cues such as pupil size also contain emotional information for observers. Pupil size can impact social judgment and foster trust and social support, and is automatically mimicked, suggesting a communicative role. While an attentional bias towards more obvious emotional expressions has been shown, it is unclear whether this also extends to a more subtle implicit cue, like changes in pupil size. Therefore, the current study investigated whether attention is biased towards pupils of differing sizes in humans and bonobos. A total of 150 human participants (141 female), with a mean age of 19.13 (ranging from 18 to 32 years old), completed an online dot-probe task. Four female bonobos (6 to 17 years old) completed the dot-probe task presented via a touch screen. We used linear mixed multilevel models to examine the effect of pupil size on reaction times. In humans, our analysis showed a small but significant attentional bias towards dilated pupils compared to intermediate-sized pupils and intermediate-sized pupils when compared to small pupils. Our analysis did not show a significant effect in bonobos. These results suggest that the attentional bias towards emotions in humans can be extended to a subtle unconsciously produced signal, namely changes in pupil size. Due to methodological differences between the two experiments, more research is needed before drawing a conclusion regarding bonobos.

先前的研究已经证实,人类对情绪信号有注意力偏见,有一些证据表明,这种现象与我们最亲密的亲属倭黑猩猩有共同之处。尽管许多情绪信号是显性和显性的,但瞳孔大小等隐性线索也包含观察者的情绪信息。学生的大小可以影响社会判断,培养信任和社会支持,并被自动模仿,暗示着一种沟通作用。虽然注意力偏向于更明显的情绪表达,但尚不清楚这是否也延伸到更微妙的隐含暗示,比如瞳孔大小的变化。因此,目前的研究调查了人类和倭黑猩猩的注意力是否偏向于不同大小的瞳孔。共有150名人类参与者(141名女性),平均年龄19.13岁(18至32岁),完成了一项在线点探针任务。四只雌性倭黑猩猩(6至17岁)通过触摸屏完成了点探针任务。我们使用线性混合多级模型来检验瞳孔大小对反应时间的影响。在人类中,我们的分析显示,与中等大小的瞳孔相比,放大瞳孔的注意力偏差较小,但显著。我们的分析没有显示对倭黑猩猩的显著影响。这些结果表明,人类对情绪的注意偏差可以扩展到一种微妙的无意识产生的信号,即瞳孔大小的变化。由于两个实验在方法上的差异,在得出关于倭黑猩猩的结论之前,还需要更多的研究。
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引用次数: 2
Are Some Ways of Expressing Gratitude More Beneficial Than Others? Results From a Randomized Controlled Experiment 表达感激之情的某些方式比其他方式更有益吗?随机对照实验结果
Pub Date : 2022-11-07 DOI: 10.1007/s42761-022-00160-3
Annie Regan, Lisa C. Walsh, Sonja Lyubomirsky

Gratitude activities have been shown to increase well-being and other positive outcomes in numerous experiments to date. The current study tested whether self-directed gratitude interventions that vary by type (i.e., social vs. nonsocial) and format (i.e., long-form letters vs. shorter lists) produce differential benefits. To that end, 958 Australian adults were assigned to one of six activities to complete each day for 1 week, including five gratitude activities that varied by type and format and an active control condition (i.e., keeping track of daily activities). Regressed change analyses revealed that, overall, long-form writing exercises (i.e., essays and letters) resulted in greater subjective well-being and other positive outcomes than lists. Indeed, those who were instructed to write social and nonsocial gratitude lists did not differ from controls on any outcomes. However, participants who wrote unconstrained gratitude lists—that is, those who wrote about any topics they wanted—reported greater feelings of gratitude and positive affect than did controls. Finally, relative to the other gratitude conditions, participants who wrote gratitude letters to particular individuals in their lives not only showed stronger feelings of gratitude, elevation, and other positive emotions but also reported feeling more indebted. This study demonstrates that not only does gratitude “work” to boost well-being relative to an active neutral activity, but that some forms of gratitude may be more effective than others. We hope these findings help scholars and practitioners to develop, tailor, implement, and scale future gratitude-based interventions.

迄今为止,在许多实验中,感恩活动已被证明可以提高幸福感和其他积极成果。目前的研究测试了自我导向的感恩干预措施是否会产生不同的益处,这些干预措施因类型(即社交与非社交)和形式(即长字母与短列表)而异。为此,958名澳大利亚成年人被分配到一周内每天完成的六项活动中的一项,其中包括五项感恩活动,这些活动因类型和形式以及主动控制条件(即跟踪日常活动)而异。回归变化分析表明,总体而言,长形式的写作练习(即散文和信件)比列表带来了更大的主观幸福感和其他积极结果。事实上,那些被要求写社交和非社交感恩清单的人在任何结果上都与对照组没有什么不同。然而,那些写下不受约束的感恩清单的参与者——也就是那些写下他们想要的任何主题的参与者——比对照组报告了更大的感恩感和积极影响。最后,与其他感恩条件相比,给生活中的特定个人写感谢信的参与者不仅表现出更强的感恩、提升和其他积极情绪,而且还表现出更多的感激之情。这项研究表明,与积极的中性活动相比,感恩不仅能“起作用”增进幸福感,而且某些形式的感恩可能比其他形式的更有效。我们希望这些发现能帮助学者和从业者制定、定制、实施和扩大未来基于感恩的干预措施。
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引用次数: 10
Fulfilling the Promise of Well-Being Science: the Quest for Conceptual and Measurement Precision 实现幸福科学的承诺:对概念和测量精度的追求
Pub Date : 2022-11-04 DOI: 10.1007/s42761-022-00159-w
Michelle N. Shiota

Research on well-being has grown exponentially in the last 30 years, employing a variety of constructs and operational measures to produce a wealth of empirical research. This has led to a rich and high-impact, yet somewhat fragmented body of work. The target article by Park and colleagues initiates a valuable conversation aimed at converging on a shared conceptual definition of well-being. A rigorous program of further theoretical analysis and new research is needed to identify the boundaries as well as the core of well-being, and to document facets that are both statistically distinct and meaningful. The resulting conceptual clarity and measurement precision will facilitate mechanism-level research on causes and consequences of well-being, providing a strong foundation for scalable interventions.

在过去的30年里,对幸福感的研究呈指数级增长,采用了各种结构和操作措施,产生了丰富的实证研究。这导致了一个丰富而高影响力,但有些零散的工作。Park及其同事的目标文章引发了一场有价值的对话,旨在就幸福感的共同概念定义达成共识。需要一个严格的进一步理论分析和新研究计划,以确定幸福感的边界和核心,并记录统计上不同和有意义的方面。由此产生的概念清晰度和测量精度将有助于在机制层面研究幸福感的原因和后果,为可扩展的干预措施奠定坚实的基础。
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引用次数: 2
Flotsam, Jetsam, and Forward-Moving Vessels on the Sea of Well-Being 幸福之海上的漂浮物、Jetsam和前进船只
Pub Date : 2022-11-03 DOI: 10.1007/s42761-022-00162-1
Carol D. Ryff

I dispute the characterization of psychological aspects of well-being as fragmented and a landscape of confusion in need of an organizing conceptual framework. After 30+ years of research in this area, I see progress toward a multi-faceted, ever more differentiated understanding of what well-being is. This richness reflects decades of painstaking empirical inquiry. I also challenge the view that emotion is the overarching theme of well-being research. Missing from the target article was much-needed emphasis on empirical assessment tools. A growing problem in contemporary research is the proliferation of thin, poorly validated measures, which should concern all of the newly funded Emotion Networks. I conclude with a call for greater emphasis on major historical challenges that are undermining the well-being and health of many.

我不同意将幸福感的心理方面描述为支离破碎和混乱的局面,需要一个有组织的概念框架。在这一领域进行了30多年的研究后,我看到了对幸福感的多方面、差异化理解的进展。这种丰富性反映了几十年来艰苦的实证研究。我还对情绪是幸福感研究的首要主题的观点提出了质疑。目标文章缺少急需的对实证评估工具的强调。当代研究中一个日益严重的问题是缺乏有效性的测量方法的泛滥,这应该与所有新资助的情感网络有关。最后,我呼吁更加重视正在损害许多人福祉和健康的重大历史挑战。
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引用次数: 1
Seeing Through Each Other’s Hearts: Inferring Others’ Heart Rate as a Function of Own Heart Rate Perception and Perceived Social Intelligence 看透对方的心:根据自己的心率感知和感知的社会智力推断他人的心率
Pub Date : 2022-11-02 DOI: 10.1007/s42761-022-00151-4
Irena Arslanova, Alejandro Galvez-Pol, James Kilner, Gianluca Finotti, Manos Tsakiris

Successful social interactions require a good understanding of the emotional states of other people. This information is often not directly communicated but must be inferred. As all emotional experiences are also imbedded in the visceral or interoceptive state of the body (i.e., accelerating heart rate during arousal), successfully inferring the interoceptive states of others may open a window into their emotional state. But how well can people do that? Here, we replicate recent results showing that people can discriminate between the cardiac states (i.e., the resting heartrate) of other people by simply looking at them. We further tested whether the ability to infer the interoceptive states of others depends on one’s own interoceptive abilities. We measured people’s performance in a cardioception task and their self-reported interoceptive accuracy. Whilst neither was directly associated to their ability to infer the heartrate of another person, we found a significant interaction. Specifically, overestimating one’s own interoceptive capacities was associated with a worse performance at inferring the heartrate of others. In contrast, underestimating one’s own interoceptive capacities did not have such influence. This pattern suggests that deficient beliefs about own interoceptive capacities can have detrimental effects on inferring the interoceptive states of other people.

成功的社交需要对他人的情绪状态有很好的了解。这些信息通常不是直接传达的,而是必须推断出来的。由于所有的情绪体验都植根于身体的内脏或内感受状态(即在唤醒过程中加速心率),因此成功推断他人的内感受状态可能会打开了解其情绪状态的窗口。但人们能做得多好呢?在这里,我们复制了最近的结果,表明人们可以通过简单地观察其他人的心脏状态(即静息心率)来区分他们。我们进一步测试了推断他人内感受状态的能力是否取决于自己的内感受能力。我们测量了人们在心感知任务中的表现以及他们自我报告的内感知准确性。虽然两者都与他们推断他人心率的能力没有直接关系,但我们发现了显著的相互作用。具体来说,高估自己的内感受能力与推断他人心率的较差表现有关。相比之下,低估自己的内感受能力并没有产生这样的影响。这种模式表明,对自己的内感受能力的信念不足可能会对推断他人的内感受状态产生不利影响。
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引用次数: 4
Does an Online Positive Psychological Intervention Improve Positive Affect in Young Adults During the COVID-19 Pandemic? 在新冠肺炎大流行期间,在线积极心理干预是否能改善年轻人的积极情绪?
Pub Date : 2022-10-21 DOI: 10.1007/s42761-022-00148-z
Caitlin M. DuPont, Sarah D. Pressman, Rebecca G. Reed, Stephen B. Manuck, Anna L. Marsland, Peter J. Gianaros

Meta-analyses indicate that positive psychological interventions are effective at increasing positive affect, as well as reducing anxiety and depression; however, it is unclear how well these effects generalize during periods of high stress. Therefore, the current study tested whether a 2-week online positive psychological intervention delivered during the COVID-19 pandemic, a naturalistic stressor, (1) increased positive affect; (2) improved psychological well-being, optimism, life satisfaction, perceived social support, and loneliness; (3) and reduced negative affect in college students, a group known to have high pandemic distress. Participants (N = 250; 76.9% female) ages 18–45 were recruited from the University of Pittsburgh undergraduate subject pool between September and November of 2020. Participants were randomized to the online positive psychological intervention or active control condition and stratified by trait positive affect, sex, and year in college. Participants in both conditions completed one writing activity every other day for two consecutive weeks. Control participants documented their activities for that day (e.g., meals, going to gym). Intervention participants chose from six positive psychology activities. All outcome variables were assessed pre- and post-intervention by validated questionnaires. Across both conditions, positive and negative affect decreased from pre- to post-intervention. No other psychological factor differed by condition, time, or their interaction. The current null findings are in line with a more recent meta-analysis indicating that positive psychological interventions may have smaller effects on psychological well-being and depressive symptoms than was reported pre-pandemic. Study findings may suggest reduced efficacy of virtual positive psychological interventions under highly stressful circumstances.

荟萃分析表明,积极的心理干预在增加积极情绪、减少焦虑和抑郁方面是有效的;然而,目前尚不清楚这些效应在高应力时期的推广效果如何。因此,目前的研究测试了在新冠肺炎大流行期间进行的为期2周的在线积极心理干预是否是一种自然压力源,(1)增加了积极影响;(2) 改善了心理健康、乐观、生活满意度、感知到的社会支持和孤独感;(3) 并减少了大学生的负面影响,众所周知,这一群体对疫情有很大的困扰。参与者(N=250;76.9%的女性)年龄在18-45岁之间,于2020年9月至11月从匹兹堡大学本科生学科库中招募。参与者被随机分配到在线积极心理干预或主动控制条件下,并按特质积极情感、性别和大学年份进行分层。两种情况下的参与者连续两周每隔一天完成一次写作活动。对照组参与者记录了他们当天的活动(如吃饭、去健身房)。干预参与者从六项积极的心理活动中进行选择。所有结果变量均通过有效问卷在干预前后进行评估。在这两种情况下,从干预前到干预后,积极和消极的影响都有所减少。没有其他心理因素因条件、时间或相互作用而不同。目前的无效发现与最近的一项荟萃分析一致,该分析表明,积极的心理干预措施对心理健康和抑郁症状的影响可能比疫情前报道的要小。研究结果可能表明,在高度紧张的情况下,虚拟积极心理干预的效果会降低。
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引用次数: 3
Putting Effort into Emotion Regulation: Manipulating Desirability and Motivational Strength 努力调节情绪:操纵期望和动机强度
Pub Date : 2022-10-21 DOI: 10.1007/s42761-022-00155-0
Tony Gutentag, Maya Tamir

Although people often want to regulate their emotions, they are sometimes reluctant to invest the necessary effort in doing so. We propose that people could be motivated to invest effort in emotion regulation, by rendering the target emotional state more desirable. Rendering an emotion goal more desirable can motivate people to invest effort in emotion regulation, ultimately facilitating successful emotion regulation. In three studies (N = 452), we show that both inside and outside the lab, rendering calmness more desirable, boosted the motivational strength to increase calmness, increasing the effort people invested to increase calmness, and ultimately made people calmer. This investigation points to the importance of motivational strength as a potential means to promote effort and success in emotion regulation.

尽管人们经常想调节自己的情绪,但有时他们不愿意为此付出必要的努力。我们建议,通过使目标情绪状态更理想,可以激励人们在情绪调节方面付出努力。使情绪目标更加可取可以激励人们在情绪调节方面投入精力,最终促进情绪调节的成功。在三项研究中(N=452),我们发现,在实验室内外,让平静变得更令人向往,增强了增强平静的动力,增加了人们为增强平静所投入的努力,最终使人们更平静。这项调查指出了动机力量作为促进情绪调节努力和成功的潜在手段的重要性。
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引用次数: 0
Why Definitional Clarity Matters: Implications for the Operationalization of Emotional Well-Being 为什么定义清晰很重要:对情感幸福运作的启示
Pub Date : 2022-10-21 DOI: 10.1007/s42761-022-00156-z
Elizabeth A. Necka, Emmeline Edwards, Rosalind B. King, Tracy M. King, Brett Miller, Lisbeth Nielsen, Erin Burke Quinlan, Janine M. Simmons

The National Institutes of Health (NIH) is increasingly prioritizing research on health-promoting processes. Park et al. (this issue) respond to a call made by NIH to advance the study of emotional well-being (EWB) and to increase understanding of the fundamental constituents of EWB across the lifespan and among diverse subgroups. They propose a definition of EWB that provides an organizing framework for research on ‘psychological aspects of well-being’ and health. We commend this important first step and urge consideration of three important issues related to operationalization — the process by which an abstract concept is transformed into variables that can be measured — in future research on EWB. We expect that an iterative process of construct refinement and empirical validation will advance the study of EWB, producing scientific discoveries that can be leveraged to enhance health across the lifespan.

美国国立卫生研究院(NIH)越来越重视健康促进过程的研究。Park等人(本期)回应了美国国立卫生研究院的呼吁,即推进情绪健康(EWB)的研究,并增进对EWB在整个生命周期和不同亚组中的基本成分的理解。他们提出了EWB的定义,为“幸福感的心理方面”和健康的研究提供了一个组织框架。我们赞扬这一重要的第一步,并敦促在未来对EWB的研究中考虑与操作化相关的三个重要问题,即抽象概念转化为可测量变量的过程。我们预计,结构细化和经验验证的迭代过程将推动EWB的研究,产生可用于增强整个生命周期健康的科学发现。
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引用次数: 1
期刊
Affective science
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