Joe Jonas burned the house down in his "See No More" video, but things are looking a little less dramatic on the set of his latest clip, for his single, "Just in Love With You."

A photo of Joe on set in Paris hit the streets and in it, the 21-year-old is seen sharing a kiss with his model co-star at a City of Lights train station. The couple was also spotted getting cuddly on a bridge in the famed French city.

The track is a midtempo tune about fighting to keep the one you love that Jonas has been singing at various live performances over the last couple of months. "When I tell you that I would never leave you/ Do you hear what I say?" he croons, before proclaiming his feelings in the chorus: "You are worth too much to lose/ Even if you're still confused/ Girl, I'm just in love with you."

"See No More" and "Just in Love With You" show both sides of falling in and out of love. When MTV News spoke to Jonas earlier this summer about his debut solo album, Fast Life, which drops in September, he explained that the album would certainly show the many facets of love.

"It was scary in the beginning just because I knew this is my one opportunity to show people my journal: the good and bad of every relationship I've been in, you know, [and] what I look for [in relationships]," he said.

"It was really, really cool to have those experiences [from] all my life [and] to be able to write about it and on my own," he further explained. "And also on the music side, it was a fun process. It was almost an evolution process, because in the beginning it sounded nothing like it is now. It was totally different and very singer/songwriter, and I naturally love dance music and urban, hip-hop music, so I wanted to be able to make something new for them to hear."