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Updated: Apr 27, 2026

Cross-Modal Multivariate Pattern Analysis
Published on: November 9, 2011
Population coding of affect across stimuli, modalities and individuals
Junichi Chikazoe1, Daniel H Lee2, Nikolaus Kriegeskorte3
1Human Neuroscience Institute, Department of Human Development, College of Human Ecology, Cornell University, Ithaca, New York, USA.
Scientists discovered a brain neural code representing subjective feelings of pleasantness or unpleasantness (valence). This valence code, found in the orbitofrontal cortex (OFC), is independent of sensory input and can predict affect across different people and stimuli.
Area of Science:
- Neuroscience
- Psychology
- Sensory processing
Background:
- The brain's ability to integrate external sensory information with internal subjective experiences, such as affect, remains poorly understood.
- Understanding how the brain represents valence (pleasantness/unpleasantness) is crucial for deciphering subjective experience.
Purpose of the Study:
- To investigate the neural representation of affect by mapping population activity evoked by complex visual scenes and basic tastes.
- To determine if a common neural code exists for valence across different sensory modalities and abstract properties.
Main Methods:
- Used representational similarity analysis (RSA) to map neural population activity in humans.
- Presented participants with complex visual scenes and basic tastes while recording brain activity.
- Analyzed neural codes in ventral temporal cortex, anterior insular cortex, and orbitofrontal cortex (OFC).
Main Results:
- Identified a neural code representing a continuous axis of pleasant-to-unpleasant valence, distinct from physical or object properties.
- Found sensory-specific valence codes in the ventral temporal and anterior insular cortices.
- Discovered a sensory-independent valence code in the medial and lateral orbitofrontal cortices (OFC).
- The OFC's valence code was the only one capable of classifying experienced affect across participants.
Conclusions:
- The brain utilizes both sensory-specific and abstract neural codes to represent valence.
- The orbitofrontal cortex (OFC) plays a key role in representing subjective affect independent of sensory origin.
- This research provides a framework for objectively quantifying subjective affective experiences across stimuli, modalities, and individuals.
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