How to show a dialog to confirm that the user wishes to exit an Android Activity?

I’ve been trying to show a “Do you want to exit?” type of dialog when the user attempts to exit an Activity.

However I can’t find the appropriate API hooks. Activity.onUserLeaveHint() initially looked promising, but I can’t find a way to stop the Activity from finishing.