I wonder if it is a more extreme version of drinking tea? Tea has a calming chemical (Theanine), and caffeine so you end up with more of a mellow energy instead of the hyper energy from coffee.
Theanine is also a fairly common substance in the smartdrugs community. People often stack it with caffeine to improve concentration and supress the jumpiness that caffeine often causes in higher doses.