When I painted, I use the same mixture. If you put it on reaaaaly thin, it wont run and there wont be much of any orange peel.

I looked at it not that I was "painting" the surface, but that I was "wetting" it consistently with the paint mixture. That would keep me from trying to put too much paint on, then having to deal with runs or orange peel.