Forty volunteers tested collaborative robots trained to interpret facial expressions and situational context. These Visual Language Models allow machines to adjust behavior based on a user's emotional state. The study proves that emotional awareness improves human perception of robot capability. This incremental step helps developers build more intuitive human-robot interfaces for shared workspaces.