You can kill the process, thats the right thing to do, that too will show status Killed\Rolled back for sometime.
In my experience it's still better to kill job and you can get out of mess in better time.
Kindest Regards,
Sameer Raval [Sql Server DBA]
Geico Insurance
RavalSameer@hotmail.com