How do I reset my Unity configuration?

I've been messing around with Unity and broke something, how do I "start over"?

The following command does not work on newer distributions (as the reply is ERROR: the reset option is now deprecated).

For 12.04 and older

The simplest way is to hit "open a Terminal" or hit Alt-F2 and run the command:

unity --reset