Bo, K., Kraynak, T. E., Kwon, M., Sun, M., Gianaros, P. J. & Wager, T. D. (2024). A systems identification approach using Bayes factors to deconstruct the brain bases of emotion regulation. Nature Neuroscience 27(5): 975–987. doi:10.1038/s41593-024-01605-7. Preprint: bioRxiv, doi:10.1101/2023.04.26.538485, as “Deconstructing the brain bases of emotion regulation: A systems-identification approach using Bayes factors”.

Key takeaways

From the reading, NOTE-1061. Page numbers are the preprint’s.

  • Nulls made the question answerable. A region is “Reappraisal only” if it responds to reappraisal and shows 10:1 evidence of no response to negative against neutral pictures without it. A null at that strength needs at least 120 participants (p. 5).
  • Reported affect falls. Reappraisal lowered negative ratings (d = 0.92); “81% of individual participants showed regulation effects in the same direction as the group findings” (p. 7).
  • Mostly shared, partly selective. “The majority of the regions activated by reappraisal were also activated during negative emotion-generation without explicit reappraisal instructions” (p. 18). Sixteen regions, anterior prefrontal, temporo-parietal and cerebellar, were selective for reappraisal (p. 8), and they best predicted its success (r = 0.2; pp. 11–12).
  • Subcortical responses unchanged. “Most regions responsive to emotional stimuli were non-modifiable, including all subcortical emotion-related regions” (p. 10). Amygdala subregions and PAG showed evidence of no reduction (all BF < 0.1), some moving the other way (p. 11).
  • What reappraisal reduces is cortical. The eight modifiable regions were “located exclusively in the cortex”, mainly higher visual and parietal areas, read by the authors as semantic and conceptual representation of the picture (pp. 10, 21).
  • Limits the authors state. The component definitions assume that the two contrasts capture appraisal and that appraisal produces no decreases; “emotion appraisal may not be sufficiently defined by current contrast” (p. 23).

Why this is here

The owner’s exchange of 2026-10-21, “Experience and interpretation”, asked whether experience is constituted by interpretation or produced by it. The exchange cited this study as a limit on the constitutive reading of affect: some emotion systems were modulated by reappraisal and a largely subcortical one was not. On the exchange’s reading, not every component of an emotion is open to reinterpretation. Bears on THEORY-056, THEORY-680 and CLAIM-412.

Corrected 2026-10-22, from the reading. The description is right about the subcortical regions and too narrow about the rest. The unmodulated set is most of the emotion-responsive brain, cortex included (lateral OFC, medial prefrontal, midcingulate, parietal); the subcortical regions are those where nothing was modulated. And the limit holds only if the unchanged subcortical response is a component of the experience. The study measured BOLD and one rating per trial, and the rating did fall; the subcortical response did not predict how far (r = 0.015). Reading the unchanged response as the emotion behind a changed feeling is the split Barrett et al. (LIT-1353) reject. The study does bear directly on the dispute between THEORY-056 and THEORY-680: most of the reappraisal network is shared with generation, as THEORY-056 expects, and a selective set is not, as THEORY-680 expects. Filed from it: THEORY-878 (the shared and selective sets) and THEORY-871 (what reappraisal changes and does not).