Although employee creativity has been identified to promote organizational competitiveness, its effect on leader empowering behaviors remains underexplored. This study investigated the underlying mechanism and boundary condition under which employee creativity influences leader empowering behaviors. Drawn on social exchange theory and similarity-attraction theory, this study developed a moderated-mediation model in which supervisor–subordinate guanxi serves as the intervening mechanism and supervisor–subordinate similarity serves as a boundary condition influencing this relationship. Using three-wave, time-lagged survey data collected from 309 supervisor–subordinate dyads, this study found that supervisor–subordinate guanxi mediates the relationship between employee creativity and leader empowering behaviors, and that this relationship is stronger when supervisor–subordinate similarity is high rather than low. Finally, theoretical and practical implications were discussed.