Gomez, 20, was pictured wearing a yellow cardigan, black pants, a black hat and pink sneakers. One of his bodyguards helped her put her suitcases in the car before driving her presumably back home, reported Ace Showbiz.
The 18-year-old Canadian singer, meanwhile, was not seen anywhere nearby.
Gomez and Bieber went public with their romance in February 2011 at Oscar after-party. They broke up while vacationing in Mexico last year for an intended New Year's Eve celebration together.
"I'm not in the happiest place that I've ever been. I'm trying to get through what I'm going through," Bieber had said.
His new song 'Nothing Like Us' reportedly is about her.