The purpose of this study is to examine the negative effects of silence climate on the innovation behavior and LMX (Leader-Member Exchange). In order to test our model, we conducted a survey based on the questionnaire. Results showed that silence climate had a negative effect on the innovation behavior and LMX. Secondly, The LMX had a positive effect on innovation behavior. Moreover, the LMX partially mediated silence climate and the innovation behavior. Finally, we drew a conclusion by discussing limitations and implications of the research, and suggested directions for further researches.