Casablanca: “I'm Shocked” at the Gambling

HN uses it as a stock joke reply to feigned surprise at obvious corruption, crypto fraud and corporate misbehavior.

The classic Casablanca scene in which Captain Renault is 'shocked, shocked' to find gambling at Rick's, just before being handed his winnings.