maybe you are to tight. Relaxing will help, when I haven't hand quilted for awhile, my hands do that, and I have to stop and relax them. Also, try changing the way you sit. maybe in a chair with arms where you can rest your arms on. Are you lap quilting or in a floor frame? If in a floor frame you may need to raise or lower it.
Ninnie