The 25-year-old singer and actress was spotted wearing Bieber's jersey as she left the match at Los Angeles Valley Ice Center with the 23-year-old recording artist, according to People.
Gomez arrived at the game in an all-black outfit and jean jacket, but departed wearing Bieber's New Jersey Devils jersey. She was seen smiling and hiding her face as Bieber drove them away from the ice rink, according to Us Weekly.
The "Wolves" singer and Bieber got close during a bike ride earlier in the day. The pair were seen laughing and sharing several sweet moments as they biked around Los Angeles.
"Selena and Justin took a bike ride from her house," a source told E! News. "Justin was very sweet and held up Selena's bike for her as she got on."
"They were having a blast together," the insider added. "Justin was singing loudly and dancing with his arms in the air while riding down a busy street. Selena was laughing so hard she had to cover her mouth and try not to fall off her bike."
"Since things ended with Justin for good, any other guys that Selena dated were placeholders," a source told Us Weekly. "All the other guys were just flings. Justin always had her heart and attention. He was always her soulmate and her one true love."