The Associated Press snapped the shot at Cruisers Diner in Seaman, Ohio on Sunday.
Some observers were quick to joke that Biden is starting to resemble the working-class parody Biden seen in The Onion.
Earlier in the diner visit, Biden made banter with biker Jeff Cook.
"Can I borrow one of your bikes? They don't let me ride anymore."
"Probably not," Cook said.
"Probably not," the Veep responded, according to the pool report.