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Exploring Multivariate Dynamics of Emotions Through Time-Varying Self-Assessed Arousal and Valence Ratings
  • Andrea Gargano,
  • Mimma Nardelli,
  • Enzo Pasquale Scilingo
Andrea Gargano
Dipartimento di Ingegneria dell'Informazione and the Research Center "E. Piaggio", University of Pisa

Corresponding Author:[email protected]

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Mimma Nardelli
Dipartimento di Ingegneria dell'Informazione and the Research Center "E. Piaggio", University of Pisa
Enzo Pasquale Scilingo
Dipartimento di Ingegneria dell'Informazione and the Research Center "E. Piaggio", University of Pisa

Abstract

Emotions arise from a complex interplay of various factors, including conscious experience, physiological processes, and contextual elements. Although emotions are inherently dynamic processes, this aspect is oftentimes neglected in experimental protocols. In this study, we employed dynamical systems theory to investigate the time-varying self-assessed emotion ratings. We used the continuous ratings of the publicly available CASE dataset, in which thirty individuals rated their level of arousal and valence while watching videos designed to evoke four different emotions. Firstly, we analyzed the univariate dynamics by reconstructing the phase space from the arousal and valence series separately and quantified their regularity and spatial complexity by using three metrics: Fuzzy, Sample, and Distribution Entropy. Then, we combined the arousal and valence series by proposing a novel index, the Multichannel Distribution Entropy (MDistEn), to estimate the complexity of the bivariate phase space. By coupling the two dimensions, we found that MDistEn resulted as an effective marker of fear, showing patterns statistically different from all of the other stimuli (p-value≤0.001). These findings support the investigation of the time-varying dynamics of annotated emotion ratings, as a promising pathway to discriminate the onset of fear-related pathological states.
12 Apr 2024Submitted to TechRxiv
18 Apr 2024Published in TechRxiv