Yes, it is normal for my UD's to be warm to the touch, not too hot, as you say. Experiment a lot. The grind of your herb, the moisture content, all have a lot to do with the final result. Also your draw speed and how tightly you pack.
I grind medium coarse, pack medium firm, and go from...