Yes. I know in the State of Illinois you would. I think it is rather unlikely. Laws are different in every State, of course, but it is generally an offense to operate (or for an owner to knowingly permit to be operated) an unregistered vehicle on public roads. It is not an offense to own an unregistered vehicle.