Department of Psychology, Brain and Creativity Institute, University of Southern California, 3620 McClintock Avenue, Los Angeles, CA 90089, United States.
Cereb Cortex. 2024 Apr 1;34(4). doi: 10.1093/cercor/bhae122.
Mixed feelings, the simultaneous presence of feelings with positive and negative valence, remain an understudied topic. They pose a specific set of challenges due to individual variation, and their investigation requires analtyic approaches focusing on individually self-reported states. We used functional magnetic resonance imaging (fMRI) to scan 27 subjects watching an animated short film chosen to induce bittersweet mixed feelings. The same subjects labeled when they had experienced positive, negative, and mixed feelings. Using hidden-Markov models, we found that various brain regions could predict the onsets of new feeling states as determined by self-report. The ability of the models to identify these transitions suggests that these states may exhibit unique and consistent neural signatures. We next used the subjects' self-reports to evaluate the spatiotemporal consistency of neural patterns for positive, negative, and mixed states. The insula had unique and consistent neural signatures for univalent states, but not for mixed valence states. The anterior cingulate and ventral medial prefrontal cortex had consistent neural signatures for both univalent and mixed states. This study is the first to demonstrate that subjectively reported changes in feelings induced by naturalistic stimuli can be predicted from fMRI and the first to show direct evidence for a neurally consistent representation of mixed feelings.
混合情绪,即同时存在积极和消极情感,仍然是一个研究不足的话题。由于个体差异,它们带来了一系列特殊的挑战,需要分析方法来关注个体自我报告的状态。我们使用功能磁共振成像 (fMRI) 扫描了 27 名受试者,他们观看了一部动画短片,该短片旨在引发苦乐参半的混合情绪。同一组受试者在体验积极、消极和混合情绪时会进行自我标记。使用隐马尔可夫模型,我们发现,各种大脑区域可以根据自我报告预测新感觉状态的开始。模型识别这些转变的能力表明,这些状态可能表现出独特且一致的神经特征。我们接下来使用受试者的自我报告来评估正性、负性和混合状态的神经模式的时空一致性。脑岛对单一情感状态有独特且一致的神经特征,但对混合情感状态没有。前扣带和腹内侧前额叶皮层对单一和混合状态都有一致的神经特征。这项研究首次证明,自然刺激引起的主观感觉变化可以从 fMRI 中预测出来,并且首次直接证明了混合感觉的神经一致性表示。