Underlying thyroid disease. Overactive thyroid is more common in women than in men, and it presents itself most commonly between the ages of 20 and 30. It can bring on shakiness along with other side effects. Your doctor can diagnose this condition with a simple blood test to check your thyroid hormone levels.