"Brrrp Brrrp #BedroomFloor," the One Direction alum wrote in reference to the song's lyrics about his phone ringing alongside a teaser for the video.
The clip features Payne and Thorne embracing each other lovingly as the pop star sings to the camera.
On Wednesday, Payne released a behind-the-scenes look at the video and discussed the inspiration behind it.
"So the concept for the video is that I am speaking on Bella's behalf," Payne says. "So I am her thoughts and what she's thinkin' about this guy that she's got a relationship with, which is a little bit broken. But it's very nice. I like the fact that it is empowering on the woman's side because it's not often that you see it from this angle."
"Bedroom Floor" released towards the end of October, has reached No. 98 on Billboard's Hot 100 chart with a lyric video for the song earning over six million views on YouTube.