The headaches are probably caused from the lack of caffeine. I used to be a coffee/energy drink addict. But after exercising, I usually get headaches.
I definitely wouldn't dry fast because whenever I exercise, I sweat a lot. So probably drinking more water would help a lot even though I don't neccessarily feel thirsty.