Word embeddings representation spaces are known to present geometrical phenomena mimicking relations and analogies between words (e.g. man is to woman as king is to queen). Following this property of finding relations or analogies, one popular example of gender bias is the word association between man to computer programmer as woman to homemaker<cite> (Bolukbasi et al., 2016)</cite> .