In Germany, equality between men and women in mathematics, particularly in scientific leadership positions, is far from being achieved. This is despite to different equality measures implemented over the last few decades. Grounded in sociology of knowledge, interaction theory, and field theory, this article analyzes possible causes and mechanisms that maintain gender differences in a mathematical cluster of excellence in which gender equality is formulated as a goal and implemented in various measures. Based on 65 semi-structured interviews, the focus is on the self-perceptions of female early career researchers as mathematicians, as well as the (gendered) attributions they have to deal with by (male and female) scientists in leadership positions against the background of the specific culture in a mathematical cluster of excellence. We highlight the tensions that female early career researchers identify in being regarded as women when they want to be perceived and recognized first as mathematicians. We shed light on how this tension is connected to the discipline and (re)produced by scientists in leadership positions in their patterns of interpretation about equality (measures).