The 20-year-old "Boyfriend" singer shared and quickly deleted a snapshot, in which he is carrying a girl who is kissing him on the cheek, Thursday night.
According to Hollywood Life the image was taken during a movie date on Monday. This theory is backed by a Twitter user who claims to have witnessed the scene earlier this week.
This is after we met Jelena Monday 1:15am they are so cute together he picked her up and kissed her I died pic.twitter.com/iuQ1JMVFyy— Alondra (@londerswonders) August 14, 2014
Another source said the duo met up against on Wednesday for Bible study.
"Justin & Selena met at church & left together.Think what u want but as u all know they've been friends for yrs,I just love seeing them happy," wrote user SarahMOnline.
Bieber and Gomez have been dating on and off since December 2010. The pair was last seen together at the Los Angeles zoo in June.