"Love the way you look at me," the "Boyfriend" singer captioned the gray-tinted photograph, which he added in the wee hours on Saturday, Jan. 4.
The Texas native is hugging the Canadian singer from behind while her chin comfortably rests on his shoulder. She is gazing down at him and is cracking a sweet close-mouthed smile. The Biebs is holding up his phone to capture the moment and is looking into the camera.
This photo comes two days after the on-again, off-again couple reunited for the first time in a long time and were photographed riding segways around The Oaks, fueling speculation that they had rekindled their romance.
Both Selena and Bieber's reps declined to comment on that particular sighting. The couple broke up in November 2012.
J.B. recently revealed that he still has feelings for his ex-girlfriend while stopping by Big Boy's Neighborhood for Los Angeles hip-hip radio station Power 106.
"I wrote the best music once my heart was broken," he told Big Boy on Dec. 18. "‘All That Matters' was written when I was in a great place in my relationship, and at that time, she was all that mattered in my life."
Bieber continued, "[The break up] affected us, especially when we are in front of so many people. It's such a public thing. It's just hard for the both of us. But you know, she's a great woman. I love her till this day."
And judging by this picture, he still loves the way she looks at him.