I did exactly the same thing but there was snow, maybe 5-6" and I had steel toe boots. No one was nearby so I'm standing there feeling real dumb, engine running, wondering how long I'd be stuck.
As you've probably already guessed I sat down and started digging snow, old frozen snow, not fresh...