I think that might be due to the anchor point mean(Intercept) (which I thought was sensible) that I guess is unidentifiable without any data. Try set it to 0 for prior predictive check. Or maybe try to put a prior on that (I am not sure how to do that right now). Maybe @betanalpha have some input?