I have recently (as of Saturday), given up caffeinated beverages, my favorite being monster (Lo-Carb and M-80, if you want specifics.) I experienced a reasonably large headache all-day Sunday, and a small one Monday morning. I feel more energetic and better than I've ever felt on caffeine.
I think that the "higher performance" is simply a placebo effect.