Emotion recognition is based on biometric data like facial expression, whereas sentiment analysis would typically be about text:

The notion of emotion recognition system for the purpose of this regulation should be defined as an AI system for the purpose of identifying or inferring emotions or intentions of natural persons on the basis of their biometric data.