Forty volunteers tested a new system where Visual Language Models interpret facial expressions and situational context. The robots adjusted their behavior in real-time based on detected human emotions during collaborative tasks. This research improves human-robot interaction by making machines more responsive. Practitioners can now integrate contextual emotional awareness into collaborative industrial robotics.