Yes I know,
Specifically, one embedding vector for every level in each categorical feature. And, for every ocurrence of level (or label, value… whatever) Never-married of the categorical feature marital-status should be replaced by the embedding vector of Never-married
Thanks for making it clearer @Andreas_Georgiou