You do indeed get a gear not down warning, as notified by your GPWS.
More details can be seen at
Ground proximity warning system - Wikipedia, the free encyclopedia
The voice is very loud in the cockpit, so no chance of missing it. You can of course turn it off, as required by some check-lists in non-normal situations.