To enhance the understanding of leadership influences on employee voice behavior, this study focused on traditional Chinese leadership (i.e., authoritarian leadership). We proposed that supervisor authoritarian leadership negatively affects employee voice behavior and manager authoritarian leadership has a cascading effect on such behavior through supervisor authoritarian leadership. Furthermore, these effects were either amplified or attenuated under different conditions (i.e., leader identification and power distance orientation). A cross-level investigation of voice behavior within 52 groups of employees from multiple Chinese companies in Beijing was conducted. The results showed that supervisor authoritarian leadership negatively affected employee voice behavior and mediated the negative relationship between manager authoritarian leadership and employee voice behavior. Leader identification moderated the indirect negative effect of manager authoritarian leadership on employee voice behavior via supervisor authoritarian leadership, while power distance orientation moderated the direct negative effect of supervisor authoritarian leadership on employee voice behavior.