Numpyro Ordinal Regression

Hello! I’m new to PP. I’m helping my wife who is a social scientist to estimate the effect of different aspects on woman happiness.
The current idea is to create a model, which has ordinal question as target. The tutorial is great, but I’m stuck how to deal with ordinal questions which are used as a features.
Example:
feature 1 - how do you indicate your work-life balance(1-10)
feature 2 - how do you indicate relationship with the family(1-10)

target - how happy do you feel(1-10)