It's not needed to surrender motorcycle's plates, you only should make sure to have it insured if you ride it.
This reminds me of to get my refund. How can I get my refund ?
The DMV issues a receipt FS-6 that you can use to transfer the registration to different vehicles.
Do I need motorcycle insurance?