Is there a way to access the embeddings of the training set of a fitted model?

[MsLimon]

Hi! I'm using this model for a multiclass text classification problem and the results I get are not as good as I expected. I suspect that one problem might be that my classes are not well defined and are overlapping (i.e. there are classes that are too similar to each other). In order to verify this I would like to make some analysis on the embeddings that the model is using internally. Is there a way to retrieve/access the internal embeddings of the training set? I haven't been able to find a way so far.

Thanks in advance!