Existing text sentiment analysis methods mostly rely on a large number of language knowledge and sentiment resources. This paper proposes the Multi-channel convolution and bidirectional GRU multi-head attention capsule (AT-MC-BiGRU-Capsule). which uses vector neurons to replace scalar neurons to model text emotions. and uses capsules to characterize text emotions. https://www.knowall.blog/