Sure, coffee makes you more alert. But caffeine speeds your central nervous system, causing you to feel jumpy. So, you may have jitters, shakiness, tremors or restlessness. That's because caffeine may trigger certain hormones to be released like adrenaline. And that can create those jittery symptoms.