Is this the same model as Issues with defining the custom likelihoods of spatial survival model in Stan - #4 by martinmodrak ?
In any case, categorical predictors are most often encoded as a set of binary variables via “dummy coding” (Dummy variable (statistics) - Wikiversity) or “effect coding” (FAQ: What is effect coding?)