The 22-year-old Union J singer and Chloe dined out at the celeb hot spot after Josh spent the New Year holiday in Barbados with his bandmates.
“Sat between an old guy who literally keeps falling asleep on me and some other guy who is playing cards on his own. Life’s great,” Josh tweeted during his flight to LA.
He added after landing, “Back in LA. Ohhhhh I’ve missed your food.”