Do you dig up Stargazer lily bulbs for the winter

You can if you want to, but it isn't necessary. It is better to either leave them, or dig and transplant in the autumn. If you do want to store the bulbs, pack them in damp peat moss in an airy mesh bag and keep in a cool place.