Thanks for the helpful notes. I have changed to using a jitter argument instead & added the amplitude term.
I ended up having to change the original problem statement to one where N individuals share the same covariance matrix under a GP process across P peiords. I was able to use LatentKron to achieve this, similar to what was suggested here. But many thanks for the article anyways, since I might run into this issue in the near future.