Introduction: The Rise of Emotional Monitoring in the Digital Age In recent years, the confluence of wearable technology, machine learning, and psychological sciences has ushered in a new era of personal emotional analytics. Unlike traditional mental health assessments, which rely primarily on subjective self-reporting during clinical visits, modern digital tools now enable real-time, continuous tracking…