Most energy drinks contain high doses of B vitamins. B vitamin deficiency causes fatigue, weakness, and depression. I'm not sure if mild B vitamin deficiency is common or if very high doses do the opposite, but I've noticed a bigger mental boost from some energy drinks than from a similar amount of caffeine without the vitamins.