Likely not enough burning/tuning, increase the tuning should help
location-scale distribution are all be able to reparameterized like rv_you_want = unit_rv*sd + mu. A bit more information could be find in: https://docs.scipy.org/doc/scipy/reference/tutorial/stats.html