Drawing from the theory of territorial behavior, this article predicts the explanatory role of silence behavior in the relationship between knowledge hiding and hider's innovative behavior in Chinese organizations, and the potential of Zhongyong thinking in mitigating the detrimental effect of knowledge hiding. Results derived from a time-lagged and multi-source survey support our hypotheses. Specifically, knowledge hiding is negatively associated with the innovative behavior of the hider. Silence behavior mediates the relationship between knowledge hiding and innovative behavior. Meanwhile, Zhongyong thinking moderates the positive relationship between knowledge hiding and silence behavior, as well as the indirect relationship between knowledge hiding and innovative behavior through silence behavior. Theoretical and practical implications are discussed based on these findings.