Experiments with 40 volunteers show that robots can now interpret human emotions by combining facial expressions with situational context. Researchers used Visual Language Models to help machines adjust their behavior during collaborative tasks. This incremental step improves human perception of robot competence. Practitioners can now integrate more nuanced social cues into robotic workflows.