"Had the clock been running at the snap, then by rule an illegal shift would convert to a false start," a league spokesman said, via The Athletic. "Since the clock was stopped (spike on the second-down play), an illegal shift is a live ball foul."
This is why I was perplexed as to how KC had the opportunity to decline the penalty.