Krul clashed with Gunners captain Robin van Persie at the end of the 2-1 result.
Wilshere tweeted: “Can't say we didn't deserve it! Why is Tim Krul crying as well? Obviously don't know about RVP'S temper! Don't mess with the captain! #AFC”