There is a risk of genuine but norm-breaking phenomena related to human-robot interaction remaining invisible, since their rarity make observed instances dismissed as anecdotes. In this extended abstract we present observations related to bias in who is understood in vocal interactions with robots. Noting the fundamentally political and intersectional nature of the problem, we call for a strategy for documenting such comparatively rare or messy events to break the invisibility and facilitate accumulation of evidence.