Although many women experience harmful behaviors that fit the legal definition of sexual harassment, very few ever label their experiences as such. I explore how psychological ambivalence expressed as sadomasochism may account for some of this gap. Following Lynn Chancer, I argue that certain structural circumstances characteristic of highly stratified bureaucratic organizations may promote these psychological responses. After discussing two illustrations of this dynamic, I draw out the implications for sexual harassment theory and policy.