The current study focuses on the lack of real-time recognition and response to students' emotional states in classrooms often hinders personalized learning, engagement, and well-being. Therefore, we need an empathetic, privacy-respecting solution that can analyse students' emotional cues for a more supportive learning environment. This study focuses on bridging the gap between Educators understanding about their learners and their social wellbeing in the classroom environment.