Forty volunteers tested a new system where collaborative robots interpret facial expressions and situational context. The researchers focused on how these Visual Language Models adjust robot behavior during shared tasks. This incremental step improves human perception of machine competence. Practitioners can now integrate emotional context to refine human-robot interaction in industrial settings.