yes it will show not responding, but you still have to click on it and then click the force quit button.
Alternatively you should see a white icon on the doc (which is the same thing) you can control click that and force quit it from there.
Do you have any audio 3rd party plugins on your system? In my case it was TrackPlug from WaveArts that was the culprit.