@"dahmage" my go to is either handtossed or pan half pepperoni half cheese pizza. I also sometimes put sausage and/or jalapeño slices on the pepperoni half. I also sometimes get thin crust of the same thing. But I like supreme as well. But these are all pretty standard.
As far as crazy they only thing I can think of is taco pizza which is exactly what it sounds like or breakfast pizza which is just eggs cheese (and melted cheese for "pizza sauce") and bacon or sausage on pizza crust.
Outrage is a strong word, more like disappointment.
Anyway I just had pizza today. All pepperoni. I wanted handtossed and they gave me thin and I didn't look until I was home, which was slightly disappointing but not a huge deal. I'm not the type to complain or ask for a refund unless they give me something I actually don't eat in general.