Nature Communications, Published online: 12 June 2026; doi:10.1038/s41467-026-74347-8 The neural principles underlying flexible social gaze communication remain unknown. Here the authors show that social gaze follows a compositional code in the primate brain, with the basolateral amygdala and anterior cingulate gyrus representing its primitives in abstract, orthogonal formats.