Weakness can’t be a reason , weakness doesn’t cause shivering of hands only.
Most common cause being a female is hyperthyroidism, other reason at ur age can be excessive smoking , anxiety or palpitations.
Kindly share ur complete concern if any other symptoms like lack of sleep, hairfall, weight loss present or not.
Next Steps
Feel free to consult with detail history for further guidance and prescription