Muscle exhaustion or low blood glucose are the most common causes of involuntary muscle shaking. Muscle tremors after a workout may signal that your body is not yet accustomed to the degree of intensity of your previous workout and, as a result, your body is unable to tolerate that level of activity without becoming fatigued.