This paper applies sentiment analysis to the research of social media effects. We first clarify and define two basic concepts: sentiment analysis and emotion analysis, and then use a case study from Sina Weibo to test emotion analysis based on class sequential rules. This research provides a useful reference for the interdisciplinary approach of social media effects research.