To kill a specific job, use:
If the node, where the job is running, is non-responsive, you can force the scheduler to remove the job by using:
qdel -f <jobid>
Note that this command can take a long time to complete (up to a couple of minutes) if the node is non-responsive.
To kill all of your jobs, use:
qdel -u $USER