scholarly journals PyPlutchik: Visualising and comparing emotion-annotated corpora

PLoS ONE ◽  
2021 ◽  
Vol 16 (9) ◽  
pp. e0256503
Author(s):  
Alfonso Semeraro ◽  
Salvatore Vilella ◽  
Giancarlo Ruffo

The increasing availability of textual corpora and data fetched from social networks is fuelling a huge production of works based on the model proposed by psychologist Robert Plutchik, often referred simply as the “Plutchik Wheel”. Related researches range from annotation tasks description to emotions detection tools. Visualisation of such emotions is traditionally carried out using the most popular layouts, as bar plots or tables, which are however sub-optimal. The classic representation of the Plutchik’s wheel follows the principles of proximity and opposition between pairs of emotions: spatial proximity in this model is also a semantic proximity, as adjacent emotions elicit a complex emotion (a primary dyad) when triggered together; spatial opposition is a semantic opposition as well, as positive emotions are opposite to negative emotions. The most common layouts fail to preserve both features, not to mention the need of visually allowing comparisons between different corpora in a blink of an eye, that is hard with basic design solutions. We introduce PyPlutchik the Pyplutchik package is available as a Github repository (http://github.com/alfonsosemeraro/pyplutchik) or through the installation commands pip or conda. For any enquiry about usage or installation feel free to contact the corresponding author, a Python module specifically designed for the visualisation of Plutchik’s emotions in texts or in corpora. PyPlutchik draws the Plutchik’s flower with each emotion petal sized after how much that emotion is detected or annotated in the corpus, also representing three degrees of intensity for each of them. Notably, PyPlutchik allows users to display also primary, secondary, tertiary and opposite dyads in a compact, intuitive way. We substantiate our claim that PyPlutchik outperforms other classic visualisations when displaying Plutchik emotions and we showcase a few examples that display our module’s most compelling features.

2019 ◽  
Vol 50 (2) ◽  
pp. 80-93
Author(s):  
Jort de Vreeze ◽  
Christina Matschke

Abstract. Not all group memberships are self-chosen. The current research examines whether assignments to non-preferred groups influence our relationship with the group and our preference for information about the ingroup. It was expected and found that, when people are assigned to non-preferred groups, they perceive the group as different to the self, experience negative emotions about the assignment and in turn disidentify with the group. On the other hand, when people are assigned to preferred groups, they perceive the group as similar to the self, experience positive emotions about the assignment and in turn identify with the group. Finally, disidentification increases a preference for negative information about the ingroup.


Author(s):  
Jill M. Hooley ◽  
Sara R. Masland

Borderline personality disorder (BPD) is a severe form of personality pathology characterized by high levels of negative emotionality. Because negative emotions are so central to the clinical presentation of BPD, the issue of how people with this disorder process and experience positive emotional experiences is relatively unexplored. This chapter provides an overview of what is currently known about positive emotions and BPD. Although the literature is characterized by many inconsistencies, our review suggests that people with BPD do indeed experience positive emotions. However, their recall of positive emotional experiences appears to be reduced, perhaps because such experiences are more transient, less stable, and more likely to be quickly replaced by negative emotions. Problems with the identification and accurate differentiation of positive emotions may also play a role. Such difficulties may conspire to create a psychological world for people with BPD that is characterized by a focus on negative mood and negative emotional experiences. In addition to focusing on negative affect, we suggest that it might also be clinically beneficial to make problems with positive affect a specific clinical target.


2021 ◽  
Vol 11 (1) ◽  
Author(s):  
Diana S. Cortes ◽  
Christina Tornberg ◽  
Tanja Bänziger ◽  
Hillary Anger Elfenbein ◽  
Håkan Fischer ◽  
...  

AbstractAge-related differences in emotion recognition have predominantly been investigated using static pictures of facial expressions, and positive emotions beyond happiness have rarely been included. The current study instead used dynamic facial and vocal stimuli, and included a wider than usual range of positive emotions. In Task 1, younger and older adults were tested for their abilities to recognize 12 emotions from brief video recordings presented in visual, auditory, and multimodal blocks. Task 2 assessed recognition of 18 emotions conveyed by non-linguistic vocalizations (e.g., laughter, sobs, and sighs). Results from both tasks showed that younger adults had significantly higher overall recognition rates than older adults. In Task 1, significant group differences (younger > older) were only observed for the auditory block (across all emotions), and for expressions of anger, irritation, and relief (across all presentation blocks). In Task 2, significant group differences were observed for 6 out of 9 positive, and 8 out of 9 negative emotions. Overall, results indicate that recognition of both positive and negative emotions show age-related differences. This suggests that the age-related positivity effect in emotion recognition may become less evident when dynamic emotional stimuli are used and happiness is not the only positive emotion under study.


Author(s):  
Lukasz D. Kaczmarek ◽  
Todd B. Kashdan ◽  
Maciej Behnke ◽  
Martyna Dziekan ◽  
Ewelina Matuła ◽  
...  

AbstractWhen individuals communicate enthusiasm for good events in their partners' lives, they contribute to a high-quality relationship; a phenomenon termed interpersonal capitalization. However, little is known when individuals are more ready to react enthusiastically to the partner's success. To address this gap, we examined whether positive and negative emotions boost or inhibit enthusiastic responses to partner's capitalization attempts (RCA). Participants (N = 224 individuals) responded to their partner's success. Before each capitalization attempt (operationalized as responses following the news that their partner won money in a game), we used video clips to elicit positive (primarily amusement) or negative (primarily anger) or neutral emotions in the responder. We recorded emotional valence, smiling intensity, verbal RCA, and physiological reactivity. We found indirect (but not direct) effects such that eliciting positive emotions boosted and negative emotions inhibited enthusiastic RCA (smiling intensity and enthusiastic verbal RCA). These effects were relatively small and mediated by emotional valence and smiling intensity but not physiological reactivity. The results offer novel evidence that positive emotions fuel the capitalization process.


2021 ◽  
pp. 095679762199520
Author(s):  
Gregory John Depow ◽  
Zoë Francis ◽  
Michael Inzlicht

We used experience sampling to examine perceptions of empathy in the everyday lives of a group of 246 U.S. adults who were quota sampled to represent the population on key demographics. Participants reported an average of about nine opportunities to empathize per day; these experiences were positively associated with prosocial behavior, a relationship not found with trait measures. Although much of the literature focuses on the distress of strangers, in everyday life, people mostly empathize with very close others, and they empathize with positive emotions 3 times as frequently as with negative emotions. Although trait empathy was negatively associated only with well-being, empathy in daily life was generally associated with increased well-being. Theoretically distinct components of empathy—emotion sharing, perspective taking, and compassion—typically co-occur in everyday empathy experiences. Finally, empathy in everyday life was higher for women and the religious but not significantly lower for conservatives and the wealthy.


Author(s):  
Haitao Liu ◽  
Kai Dou ◽  
Chengfu Yu ◽  
Yangang Nie ◽  
Xue Zheng

This study aimed to test the association between peer attachment and aggressive behavior, as well as the mediating effect of regulatory emotional self-efficacy on this relationship. A total of 1171 (582 male, 589 female) Chinese adolescents completed self-reported questionnaires that assessed peer attachment, regulatory emotional self-efficacy, and aggressive behavior. Path analysis showed that the negative association between peer attachment and adolescent aggressive behavior was mediated by self-efficacy in managing negative emotions. However, the mediating effect of self-efficacy in expressing positive emotions was nonsignificant. Moreover, there was no significant difference in the indirect paths mentioned above between male and female respondents. These findings highlight self-efficacy in managing negative emotions as a potential mechanism linking peer attachment to adolescent aggressive behavior.


2021 ◽  
Vol 0 (0) ◽  
Author(s):  
Iris van Venrooij ◽  
Tobias Sachs ◽  
Mariska Kleemans

Abstract To reduce negative emotional responses and to stimulate prosociality, constructive journalism promotes the inclusion of positive emotions and solutions in news. This study experimentally tested whether including those elements indeed increased prosocial intentions and behavior among children, and whether negative emotions and self-efficacy are mediators in this regard. To this end, children (N = 468; 9 to 13 years old) were exposed to an emotion-based, solution-based, or non-constructive news video. Results showed that emotion-based and solution-based news reduced children’s negative emotions compared to non-constructive news. No direct effects for prosocial intentions were found, but solution-based news led to less prosocial behavior (i. e., money donated) than emotion-based and non-constructive news. Moreover, negative emotions served as a mediator, self-efficacy did not. The more negative emotions were elicited by a news story, the higher the prosocial intentions and behavior. In conclusion, a constructive style of reporting helps to reduce children’s negative emotional responses but subsequently hinders prosociality.


Author(s):  
Montserrat Peris ◽  
Carmen Maganto ◽  
Lorea Kortabarria

Adolescence is characterized by concerns about body self-esteem, as well as sexual arousal. Social Networks (SN) have become the way to express the sex interests in adolescents and the place where they publish more virtual photographs. Objectives: a) Analyze the sex and age differences in body self-esteem, virtual images and sexual advance strategies; b) Carry out correlations among variables studied. Participants: 200 adolescents from 14 to 17 years, 98 boys (49%), selected randomly from the Basque country. Assessment instruments: Body Self-Esteem Scale (Maganto & Kortabarria, 2011), Questionnaire of Virtual Image on Social Network (Maganto & Peris, 2011), Sexual Advance Strategies (Roman, 2009). Results: Statistically significant differences in sex and age were obtained. The boys obtained higher scores than girls in body self-esteem, erotic publications and coercive sexual strategies. Youth of 16-17 years have more strategies of sexual advances and positive emotions to sexuality than adolescents of 14-15 years. Social and erotic body self-esteem correlates positively with aesthetic, erotic publications and physical and verbal sexual advance strategies. Conclusions: Adolescents with higher body self esteem, both aesthetic and erotic, more virtual images on social networks publish, and they are those who carry out more strategies of sexual advance, specifically physical and verbal strategies.


2018 ◽  
Vol 141 (2) ◽  
Author(s):  
Qifang Bao ◽  
Edward Burnell ◽  
Ann M. Hughes ◽  
Maria C. Yang

Emotional responses to a product can be critical in influencing how the product will be used. This study explores the emotions that arise from users' interaction with eco-feedback products, and investigates links between emotions and users' resource conservation behaviors. In-lab experiments were conducted with 68 participants of varying backgrounds. Each participant was shown sketches of four conceptual designs of eco-feedback products and reported how they would feel and behave in different scenarios using the products. Two styles of eco-feedback design, quantitative and figurative, were compared to each other and were compared to neutral designs, which had little or no feedback information. Results showed that taking resource conservation actions such as turning off lights was highly correlated with negative emotions toward wasting resources, such as guilt, upset, embarrassment, and annoyance. Users' evaluations of esthetics, usefulness, and overall quality of eco-feedback products, however, were highly correlated with positive emotions toward resource conservation, described as satisfied, proud, interested, and joyful. Figurative designs were observed to evoke much stronger emotions among younger participants than older ones. Ultimately, we hope our findings are useful to the designers of eco-feedback products.


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