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You need to be adding sugar to the coffee. Caffeine increases energy consumption in the cells and without the glucose you will trigger a cortisol response in order to activate glycogen release from the liver.
Using sugar to reduce cortisol means you can have a smoother, less jittery effect from the caffeine.