Why did my hands start shaking when I was hungry? I'm not diabetic.

You're probably. Overweight and Insulin resistant, and this is caused by hormones your body secretes to keep your sugar normal after it had to put out an excessive amount of Insulin to control what you ate. Lose weight through diet and exercise and it'll go away.