Abstract: More and more attention has been paid to the cause extraction without emotion tagging. Because emotion and cause interact with each other, this paper proposes an interactive emotion and cause clause extraction model. An interactive attention matrix was added to extract the correlation between emotion and cause, so as to improve the extraction effect of emotion clause and cause clause. The experimental results show that the interaction attention matrix can significantly improve the effect of the model.