But the Arsenal fans saw the lighter side and sang "he smokes when he wants" during their visit to West Brom.
Wilshere found the net to salvage a 1-1 draw for Arsenal to put them back top.
He tweeted: "Love the new song for me today! Haha fans were incredible again! Good point nice to get a goal hopefully a few more to come! #Gooners"
“Love the new song for me today!”Jack Wilshere
On the midfielder's performance, Wenger said: "He is an honest lad and when he's wrong he knows it.
"But what is more interesting for England and for Arsenal is that he shows the right response on the pitch.
"He had a difficult first half where he was fouled a lot but showed he has character and kept going.
"He has character as well. He doesn't give up, he continues to play his game."