A study of how bystanders react to norm violation suggests that in general people would rather withhold help from violators than directly punish them. However:
The gender of the violator also appeared to play a role in the kind of punishment chosen: direct punishment was used more against women, and indirect punishment against men, regardless of the gender of the observer.