Forty volunteers tested a new system where collaborative robots interpret facial expressions and situational context. The study measured how these emotional adjustments affect human perception during shared tasks. By integrating Visual Language Models, the researchers improved robot responsiveness. This incremental step helps IEEE researchers refine human-robot interaction for industrial workplaces.