Yeah, I often do a wake-and-bake with a big ol' 24 oz cup of coffee. If anything, I notice an slight intensifying of the experience. I don't like getting super-wired (which is why I can't stand meth, coke and most other stimulants), but a nice caffeine buzz is a great way to start the day.
Besides, without it, I'm a bear. :D