Researchers tested 40 volunteers to evaluate how robots reading facial expressions and context affect human perception. The system uses Visual Language Models to adjust robot behavior during collaborative tasks. This incremental step improves human-robot interaction by linking visual cues to emotional responses. Practitioners can now integrate contextual awareness into social robotics.