While articles about the #MeToo movement portray men like Weinstein as unpowerful, we can speculate that the corpora used to train ELMo and BERT portray them as powerful.
in a corpus where traditional power roles have been inverted, the embeddings extracted from ELMo and BERT perform worse than random, as they are biased towards the power structures in the data they are trained on.