Gwyneth Paltrow and Chris Martin attend party together

Jan. 11, 2014. Gwyneth Paltrow, left, and her husband, singer Chris Martin at the 3rd Annual Sean Penn & Friends Help Haiti Home Gala in Beverly Hills, Calif. (The Associated Press)

Are Gwyneth Paltrow and Chris Martin consciously re-coupling? The pair still seemed very connected and happy at Robert Downey Jr’s 49th birthday party held at Downey’s home this weekend reports People.

“They were lovey-dovey and playful,” a source revealed to the magazine. “They were with the kids, they held hands and laughed and joked as a family. It was not the typical picture of a divorce. If the reports had not come out you would think, ‘Wow, they are a perfect couple.' "

This isn’t the first time since Paltrow’s announced their separation on her blog Goop, that the pair have been spotted together. They took their children, Apple, 9, and Moses, 8, to the island of Eleuthera in the Bahamas the day before the news went public to avoid the media tsunami that followed.

Reportedly the pair looked to be in fine spirits at the Downey birthday bash. Paltrow sported a ponytail and Martin was tanned and looked muscular.

“It felt like they have a genuine love for each other,” said a party goer. “to the point where I wouldn’t be surprised if a report came out in a couple of weeks that they are back together.”