There are regular attempts to force regularity between human categories, have the AI treat everyone the same. One of the failures I remember of that, a few years back, generating images of WW2 german soldiers would evenly mix in every race including the victims.
not necessarily...try with a tiger, or a puppy... maybe the bias comes from the other direction?