Researchers tested 40 volunteers to evaluate how collaborative robots interpret facial expressions and contextual cues. These Visual Language Models allow machines to adjust behavior based on a user's perceived emotional state. This incremental step improves human perception of robot capabilities. Practitioners can now better integrate social awareness into shared human-robot workspaces.