Dominance is usually viewed as a positive male attribute, but this is not typically the case for women. Using a novel dataset of student evaluations of teaching in a school of Business and Economics of a selective university, we construct the face width-to-height ratio (fWHR) as a proxy for perceived dominance to assess whether individuals with a higher ratio obtain better evaluations. Our results show that a higher fWHR is associated with a better evaluation for male faculty, while the opposite is the case for female faculty. These results are not due to differences in teachers' quality or beauty. In terms of magnitude, the effect of the fWHR is much larger for female professors. To the extent that fWHR is a good proxy of perceived dominance, it appears that conformity to traditional gender norms pays off for both men and women. However, the cost of challenging these norms is much larger for women than for men.