Research questionHow can image editing shift a source image’s mixed emotion distribution while preserving its scene composition and semantics?A single emotion label cannot specify which coexisting emotions should increase, decrease, or remain stable. Editing affective visual cues can also disrupt the source scene’s content, composition, or structure.