iScienceNeurosciencePeer-reviewed journal article
The neural representation of visually evoked emotion is high-dimensional, categorical, and distributed across transmodal brain regions
Tomoyasu HorikawaiD, Alan CoweniD, Dacher J. KeltneriD, Yukiyasu KamitaniiD
Abstract
Central to our subjective lives is the experience of different emotions. Recent behavioral work mapping emotional responses to 2185 videos found that people experience upwards of 27 distinct emotions occupying a high-dimensional space, and that emotion categories, more so than affective dimensions (e.g., valence), organize self-reports of subjective experience. Here, we sought to identify the neural substrates of this high-dimensional space of emotional experience using fMRI responses to all 2185 videos. Our analyses demonstrated that (1) dozens of video-evoked emotions were accurately predicted from fMRI patterns in multiple brain regions with different regional configurations for individual emotions, (2) emotion categories better predicted cortical and subcortical responses than affective dimensions, outperforming visual and semantic covariates in transmodal regions, and (3) emotion-related fMRI responses had a cluster-like organization efficiently characterized by distinct categories. These results support an emerging theory of the high-dimensional emotion space, illuminating its neural foundations distributed across transmodal regions.
- organism: human
- assay: imaging
- research focus: cell type annotation
- research focus: clustering
- research focus: differential expression
- research focus: gene regulatory network inference
- approach: statistical model
- approach: machine learning (classical)
- Citations
- 101
- FWCI
- 6.32
- Field percentile
- top 2%
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