I would prune them back hard as well. I find that if I don't prune mine, they're never very shapely for the rest of the year. Same thing for E. myrsinites. Wear gloves, some euphorbs have latex that irritates the skin in some people. I am not one of them, I just don't like the sticky goop all over me.
