Nicholas O. Rule’s research while affiliated with University of Toronto and other places

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Publications (165)


Frequency of Positive and Negative Expressed Emotions Coded According to the Adapted Version of Ashkanasy and Dorris's [1] Five Levels of Workplace Emotions
The benefits of transformational leadership for addressing workplace emotions after COVID-19 at a large multi-campus university
  • Article
  • Full-text available

October 2024

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15 Reads

Discover Psychology

Nicholas O. Rule

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The COVID-19 pandemic presented a series of challenges to organizations. Among those that successfully continued operating, the subsequent recovery period catalyzed pressure to redefine work structure after social distancing restrictions lifted. Here, we observed the benefits of transformational leadership in this historically unique context of organizational distress by applying an adjusted version of Ashkanasy and Dorris’s (Ashkanasy and Dorris in Annu Rev Organ Psych Organ Behav 4:67–90, 2017) framework for workplace emotions to a large, multi-campus university. We quantitatively content-analyzed semi-structured interviews of more than 300 divisional leaders and their staff from across the organization. Interviews occurred in the months following the first semester of continuous in-person service delivery, when most employees returned to working in employer-operated space. Despite disproportionate emphasis on negative and self-focused emotions, negative emotions clustered in individuals’ empathic recognition of others’ emotions; though efforts to regulate those emotions proved scant. Positive emotions primarily emerged in response to local leadership efforts to mitigate the negative emotions of students, staff, and faculty. This data pattern suggests that individuals experienced negative emotions, recognized others’ negative emotions, and appreciated leaders’ interventions to ameliorate those negative emotions. Strategies reminiscent of transformational leadership therefore productively addressed the negative impact of workplace stress imposed by the pandemic, helping to facilitate compliance and enthusiasm with return-to-work efforts. The findings thus illustrate how a transformational style of leadership can address individuals’ negative experiences during a period of pronounced existential stress.

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Lens Model Depicting Valid and Utilized Cues to Offender Status. Note Unstandardized coefficients with standard errors in parentheses. * p < .05. ** p < .01. *** p < .001
Accuracy, Bias, and Overgeneralization: Perceived Aggression Guides Threat Detection and Punishment of Female Criminal Offenders

September 2024

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32 Reads

Journal of Nonverbal Behavior

Despite centuries of scientific (and sometimes pseudoscientific) interest in identifying criminals, research has not examined the perception and punishment of female criminals. Building on research describing how men’s facial appearance relates to juridic outcomes, we therefore investigated criminality inferences, their underlying cues, and hypothetical sentencing judgments from photos of female criminals. Participants categorized violent and nonviolent criminals significantly better than chance (Study 1) and aggression perceptions explained that detection (Study 2). Moreover, women who looked more aggressive received more severe hypothetical (Study 3a) and actual (Study 3b) sentences. Women’s facial appearance may therefore play an unintended and incidental role in perceptions of their criminality, illustrating how kernels of truth in social perception promote biases resulting from overgeneralization effects.


Fig. 1. Conceptual Lens model tested in Studies 1 and 2. This model allows us to decompose an accurate perception (the total correspondence between a target's personality and observers' judgments of that target's personality) into cue encoding (the extent to which specific behavioral cues validly indicate a target's self-reported attribute) and cue utilization (the extent to which perceivers use each valid cue to make their judgments).
Fig. 2. R 2 effect sizes from individual linear models of core AUs predicting all personality traits included in Study 1.
Fig. 3. Mediation models testing whether Duchenne smiles explain accuracy for each trait: aggression (A), communion (B), conscientiousness (C), hubristic pride (D), and trustworthiness (E).
Descriptive statistics for study 1 measures.
Standardized regression coefficients and significance levels for the mediation models in which comprehensive Duchenne smiles explain accurate trait perception.
Smile variation leaks personality and increases the accuracy of interpersonal judgments

August 2024

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37 Reads

PNAS Nexus

People ubiquitously smile during brief interactions and first encounters, and when posing for photos used for virtual dating, social networking, and professional profiles. Yet not all smiles are the same: subtle individual differences emerge in how people display this nonverbal facial expression. We hypothesized that idiosyncrasies in people’s smiles can reveal aspects of their personality and guide the personality judgments made by observers, thus enabling a smiling face to serve as a valuable tool in making more precise inferences about an individual’s personality. Study 1 (N = 303) supported the hypothesis that smile variation reveals personality, and identified the facial-muscle activations responsible for this leakage. Study 2 (N = 987) found that observers use the subtle distinctions in smiles to guide their personality judgments, consequently forming slightly more accurate judgments of smiling faces than neutral ones. Smiles thus encode traces of personality traits, which perceivers utilize as valid cues of those traits.


Sample stimuli from a volunteer not included in the actual experiments: A full face (Experiments 1A-2); B internal facial features (Experiment 3A); C eyes occluded (Experiment 3B); D eyes and mouth occluded (Experiment 3C); E internal features occluded (Experiments 3D and 3E)
Atheists and Christians can be Discerned from their Faces

Journal of Nonverbal Behavior

Whereas research has documented how atheists are perceived, none has considered their perceptibility. Atheists must first be identified as atheists in order to experience the stigma associated with them (i.e., as distrusted, disliked, and widely maligned). Although atheism is considered a concealable aspect of one’s identity, substantial research has found that a variety of ostensibly concealable attributes about a person are indeed legible from small and subtle cues. We merged these lines of inquiry here by considering the perceptibility of religious and spiritual (dis)belief. Studies 1A-1B showed that atheists could be reliably discerned from Christians based on brief glimpses of 100 standardized male faces. Experiment 2 replicated these results using female faces. Experiments 3 A-E then interrogated the facial features that support perceivers’ detection of atheism, showing that various parts of faces suffice for independently conveying atheism. Experiment 4 investigated and showed a potential mechanism for atheism detection – expressive suppression. Thus, across nine studies (N = 677), these data show robust evidence that atheists can be categorized from facial cues.


Figure S2 Proportion of Categorizations as "Rich" as a Function of Stimulus Face and Body Social Class in Supplemental Pilot Study
Descriptive Statistics and Comparisons to Chance for Social Class Categorizations in Study 3
Summary of Limitations
Social Judgments From Faces and Bodies

June 2024

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360 Reads

Journal of Personality and Social Psychology

Despite the primacy of the face in social perception research, people often base their impressions on whole persons (i.e., faces and bodies). Yet, perceptions of whole persons remain critically underresearched. We address this knowledge gap by testing the relative contributions of faces and bodies to various fundamental social judgments. Results show that faces and bodies contribute different amounts to particular social judgments on orthogonal axes of social perception: Bodies primarily influence status and ability judgments, whereas faces primarily influence warmth-related evaluations. One possible reason for this may be differences in signal that bodies and faces provide for judgments along these two axes. To test this, we extended our investigation to social judgment accuracy, given that signal is a precondition to accuracy. Focusing on one kind of status/ability judgment—impressions of social class standing—we found that perceivers can discern individuals’ social class standing from faces, bodies, and whole persons. Conditions that included bodies returned higher accuracy, indicating that bodies may contain more signal to individuals’ social class than faces do. Within bodies, shape cued social class more than details of individuals’ clothing. Altogether, these findings highlight the importance of the body for fully understanding processes and outcomes in person perception.


Sexual Orientation as a Contextual Frame for Attractiveness Judgments

April 2024

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24 Reads

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1 Citation

Journal of Experimental Psychology General

Despite strong consensus about the basic features that make someone look objectively attractive, contextual variation may modulate subjective assessments. Here, we investigate how social group membership provides such a context, comparing attractiveness judgments between lesbian, gay, and bisexual (LGB) versus straight perceivers, and examining how these attractiveness judgments relate to beliefs about the target person’s sexual orientation. We indeed find that perceivers rate targets as more attractive when they believe the target’s sexual majority/minority status matches their own (Study 1). This association differs according to context, however: Although straight and LGB perceivers evaluate the components of facial attractiveness similarly (Study 2), straight men use attractiveness as a cue to sexual orientation (i.e., deeming unattractive women lesbians; Study 3) whereas LGB perceivers use sexual orientation as a cue to attractiveness (e.g., gay men rate men they believe are gay as more attractive than men they believe are straight; Studies 4 and 5). Thus, LGB identity seems to create a context in which sexual minority perceivers learn to attend to information about sexual diversity that straight perceivers may ignore. These findings highlight how group membership provides a lens for social perception, specifically pointing to how the contextual mindset of partner selection may transmute otherwise objective judgments, such as facial attractiveness.



Addressing challenges to recovery and building future resilience in the wake of COVID-19

March 2024

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8 Reads

Journal of Business Continuity & Emergency Planning

While organisational crisis theory posits a predictable set of stages involving pre-planning and preparation, acute crisis response, adaptation and recovery, the prolonged and cyclical nature of public-health restrictions related to COVID-19 presented new challenges for institutions of higher education and conditioned students, faculty and staff to adopt a crisis mindset as their baseline. Consequently, moving from crisis to recovery posed unique obstacles at both individual (eg anxiety, exhaustion and post-traumatic stress) and organisational levels (eg transition logistics, labour market changes and student preparation). This paper describes an effort at a large, urban, research-intensive university to directly address the evolution from pandemic crisis to recovery and future resilience. The University Resilience Project recruited a team of senior staff charged with identifying and adopting promising practices created during the pandemic and decommissioning or archiving less useful policies, procedures and activities, with a view to strengthening the university's resilience. Over the course of more than 300 meetings with academic leaders, staff leaders and student leaders, team members created a space to share the experiences of COVID-19, reflect on successes and challenges over the crisis, and identify opportunities to enhance the resilience of the university. This work raised critical insights into the process of adapting to change in an institution of higher learning.


How Social, Emotional, and Motivational Forces Affect Facial Appearance over Time

December 2023

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39 Reads

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1 Citation

As our society ages, questions concerning the relations between generations gain importance. The quality of human relations depends on the quality of emotion communication, which is a significant part of our daily interactions. Emotion expressions serve not only to communicate how the expresser feels, but also to communicate intentions (whether to approach or retreat) and personality traits (such as dominance, trustworthiness, or friendliness) that influence our decisions regarding whether and how to interact with a person. Emotion Communication by the Aging Face and Body delineates how aging affects emotion communication and person perception by bringing together research across multiple disciplines. Scholars and graduate students in the psychology of aging, affective science, and social gerontology will benefit from this over-view and theoretical framework.



Citations (79)


... Specifically, several articles highlighted how a person's own identity can shift based on whether a given target is seen as one's ingroup or outgroup or positively or negatively. For example, in this special issue, Schwartzman and Rule (2024) showed that straight and lesbian, gay, and bisexual perceivers rate targets as more attractive when they think that a particular target's sexual identity status matches their own, highlighting an ingroup motivational difference in perception. Kawakami et al. (2024) provided evidence pushing researchers to consider both the identities of the target and the perceiver, with data showing that Black perceivers may use facial cues differently when assessing trustworthiness for White and Black targets compared to White perceivers. ...

Reference:

How Diversity in Contexts and Experiences Shape Perception and Learning Across the Lifespan
Sexual Orientation as a Contextual Frame for Attractiveness Judgments

Journal of Experimental Psychology General

... It is in our biological nature to first look at people when forming an impression of them (Barry et al., 2015;van Zeeland and Henseler, 2018a). Faces present a large collection of informative social cues that are used to determine the emotional state, health, traits, and behavioral intentions of the face's owner (Hess et al., 2005;Todorov et al., 2005;Rule and Ambady, 2008;Seidel et al., 2010;Re and Rule, 2015;Stephen et al., 2017). Our biological tendency to look at people's faces occurs both offline and online (Stecher and Counts, 2008;Hum et al., 2011). ...

Appearance and physiognomy.
  • Citing Chapter
  • January 2016

... If the skin of human faces without facial expressions is needed, more reliable information is required. The database proposed in this study might be useful for psychophysical and/or behavioral experiments, 2,12,85,86 devices of neural network resources, 69 automatized color classification, 87 or skin modeling appearance. 25,88,89 The main goal of this study was to introduce a carefully curated and characterized hyperspectral image database of human faces. ...

Relating Facial Trustworthiness to Antisocial Behavior in Adolescent and Adult Men

Journal of Nonverbal Behavior

... In fact, electrical stimulation of facial musculature has been recently proposed as a potential intervention method for DD. As nonverbal psychomotor behavior may reflect underlying pathophysiology, changing facial muscle activity may have an impact on affect, in line with the facial feedback hypothesis (Demchenko et al., 2023). ...

Manipulating facial musculature with functional electrical stimulation as an intervention for major depressive disorder: a focused search of literature for a proposal

Journal of NeuroEngineering and Rehabilitation

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Naaz Desai

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Stephanie N. Iwasa

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... In multiple cases this approach has been used to measure similarities and differences in the semantic spaces of emotion across different cultures , which can be compared directly if they measure the same emotion-related features (see Results and Methods for more detail). But the SST framework has not yet been applied to understanding the relationship between dynamic facial actions and self-reported emotional experience, a central issue in the study of emotional expression (Durán and Fernández-Dols, 2021;Witkower et al., 2023). The BRAVE dataset presents a unique opportunity to apply the SST framework to directly measure the semantic space of facial expressions and self-reported emotional experience at extremely large scale, across different cultures, and building upon recent methodological and theoretical developments. ...

Emotions do reliably co-occur with predicted facial signals: Comment on Durán and Fernández-Dols (2021)

Emotion

... Future studies should also test accuracy and accuracy awareness for different types of stimuli. When judging others' personality, people rely on their facial appearance but also many other cues (Alaei & Rule, 2016;Back & Nestler, 2016). Previous work has examined judgment accuracy for dozens of stimuli and situations, including minimal static stimuli such as eyes (Bjornsdottir et al., 2017) or shoes (Gillath et al., 2012), richer static stimuli such as face images (Nestler et al., 2012) or social media websites (Van De Ven et al., 2017), and much richer, dynamic situations such as unstructured face-to-face interactions . ...

Accuracy of perceiving social attributes
  • Citing Chapter
  • February 2016

... Attachment to certain songs or singers was seen to provide information on the patient's emotional needs. There is evidence that favorite songs may reflect an individual's attachment styles to some extent (Alaei et al., 2022). Of musical elements, melody and harmony were considered the ones that evoked the most personal affects and associations, while rhythm and tempo were the traits that guided the therapists' choices of music. ...

Individuals' favorite songs' lyrics reflect their attachment style
  • Citing Article
  • September 2022

Personal Relationships

... The man's formal attire, the office setting and the cityscape collectively create a potentially clichéd portrayal of male achievement, within a business environment. The scene suggests the idea of upholding gender norms; portraying men as providers and decision makers and possibly positioning women in lesser or less influential positions, within society's structure and dynamics when looked at from a perspective of gender equality (Giacomin et al., 2022). This scenario underscores the persistent struggles of adequate representation and the reinforcement of gender stereotypes. ...

Gender stereotypes explain different mental prototypes of male and female leaders
  • Citing Article
  • November 2021

The Leadership Quarterly

... Research has shown that narcissism is significantly associated with several cognitive and metacognitive abilities. For example, Giacomin et al. (2021) found that people higher in grandiose narcissism displayed weaker recognition memory ability both for faces and non-social stimuli than those lower in narcissism. Other research has found that grandiose narcissism is positively associated with three types of overconfidenceoverestimation, overplacement, and overprecision (Meisel et al., 2016). ...

Narcissistic Individuals Exhibit Poor Recognition Memory
  • Citing Article
  • November 2021

Journal of Personality

... There may be many external indicators to one's tastes in music like personality, self-views and facial expressions which can help us identify their preferences [12,13]. While all these factors have been studied extensively, little research has been conducted on promptly combining them and creating a hybrid model. ...

Appearance Reveals Music Preferences

Personality and Social Psychology Bulletin