November 18, 2015 10:55 AM

After going through tough divorces this year, Gwen Stefani and Blake Shelton may have some extra holiday cheer this winter.

The new couple is hoping to spend one of the holidays together and is “thinking of taking a trip,” says a source.

On Monday’s Voice live show, the singers showed off a little more PDA with each other, with Shelton joking about Stefani once singing Drake’s “Hotline Bling” to him.

Much to fans’ delight, Stefani also ran into her new boyfriend’s arms as the coaches were brought onto the stage as the liveshow kicked off.

“Right when they called for the break, Blake ran over to Gwen’s chair,” says an onlooker. “They were talking close and laughing until makeup duties called.”

David Beckham is PEOPLE's 2015 Sexiest Man Alive

For more details on the breakdown of Gwen Stefani and Gavin Rossdale’s marriage and how she’s doing now, pick up the latest issue of PEOPLE, on newsstands Friday.

“They’re both kindhearted and fun,” says an insider close to the couple. “She loves to laugh and he loves to joke. They’re really happy together.”

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