If a job is running and the Abort does not stop the job in an appropriate amount of time, the job can be killed manually through an Admin page.
Under Active Jobs, look for your Job ID and click on the Kill Job button. It will look like a small trash can.
Once the job is killed, you will need to fully restart the job to run it again. Running errors may only produce undesired results.