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Emotions play an important role in the learning process. While most research is focused on improving student mathematics performance on high-stakes tests from cognitive approaches, little has been paid to improving mathematic performance by measuring student’s emotions. The objective of this study is to perform a meta-analysis of positive and negative emotional responsiveness as well as individual emotional sub-categories in mathematic performance. It was concluded that grouped positive emotions (hope, pride, interest, excitement, enjoyment, and liking) revealed a medium-small positive effect. Specifically, the positive emotion – hope revealed a medium-large positive effect. Whereas, grouped negative academic emotions (shame, hopelessness, anger, anxiety, and boredom) revealed a medium-small negative effect. Specifically, the negative academic emotion – shame revealed a medium negative effect.