One more thing, you were worried about the large number of fixed effect parameters (and their interactions), and I’ll remove all fixed effects except for the intercept and see if the problem with the intercept remains.
One more thing, you were worried about the large number of fixed effect parameters (and their interactions), and I’ll remove all fixed effects except for the intercept and see if the problem with the intercept remains.