This study introduces the Temporal Emotion-Aspect Model (TEAM) for analyzing student discussions in course forums. TEAM tracks the evolution of emotions and related aspects over time, revealing key trends such as a focus on content-related issues linked to negative and confused emotions, increased emotional expression at the start and end of semesters, and varying emotional engagement among students of different achievement levels. The model provides insights into how emotional feedback and learning concerns evolve throughout a course.