Officiating at the End of Game

Nope, not in the rules book. Nowhere does it say the clock has to be running prior to the ball being snapped or that it is a penalty for doing so.
It 100% does. Go look up Jeff Asher's tweet where he quoted the rule. The rule 100% states that the QB must do it to stop the clock.