The band worked it for the camera while getting silly between takes.
Also pictured inside: Joe doing some shopping on Wednesday (March 30) in New York City.
That same day, his brother Nick, 23, was photographed heading into a studio session in Los Angeles.
Watch the behind-the-scenes video from DNCE’s photo shoot below!
Behind-the-Scenes of DNCE’s Photo Shoot With Steven Taylor