The goal of this research is to develop models of emotional intelligence that enable humanoid robots to display and elicit empathy. This work utilizes individual's multimodal verbal and nonverbal cues to inform robot behavior through machine learning, in order to establish and maintain a positive social dynamic between the user and the robot.