Abusive supervision is the dark side of leadership that directly impacts employees' work attitude, job performance, and organizational performance. This study proposed a mediation model based on social information processing theory to investigate the mediating mechanism of psychological safety and felt obligation for constructive change in the relationship between abusive supervision and employee voice behavior. Subjects in this study were 275 dyads of supervisors and employees from the high-tech industries in Taiwan. Structural Equation Modeling was employed to test the hypotheses. Findings showed that: (1) supervisors' abusive supervision was negatively related to employees' voice behavior. (2) employees' psychological safety mediated the negative relationship between supervisors' abusive supervision and employees' voice behavior. (3) employees' felt obligation for constructive change mediated the negative relationship between supervisors' abusive supervision and employees' voice behavior. The theoretical and practical implications are also discussed.