Yes you can; I've broken into my own house before.

Personally, I'd like it if they gave you notice before doing anything to a VPS you may be using so that you have the opportunity to shut things down gracefully.

Even a sudden CPU throttle would be better than shutting down services on the customer's VPS.

Edit: spelling