So maybe you could make every date an Unix timestamp, which is an integer, then you get the difference between those integers, then you can use an standard or min max scaler to put it under a certain interval.

I do not think anyone ever encoded dates as embeddings the way you're proposing, just because you can already get these kind of representations by using Unix timestamp.