Sofia Vergara, Joe Manganiello

Brandon Clark / ABImages via AP Images

Could they be more gorgeous together?

Sofia Vergara and Joe Manganiello were among several celebrities who attended the 2014 CAA pre-Emmys party at Bouchon Bistro in Beverly Hills, California on Friday and there was just no way you could not notice the duo, one of Hollywood's hottest new couples.

"They took center stage and could not keep their hands off each other," a source told E! News. "Lots of PDA!"

The Modern Family star and True Blood alum have been dating for at least a month and have since been spotted looking cozy together several times.

Joining them at the Emmys party were the likes of fellow TV bombshell Eva Longoria, who hung out with Vergara, as well as another hot Hollywood duo, Diane Kruger and Joshua Jackson.

"I look like a midget next to the gorgeous !!!" Longoria tweeted.

Sofia Vergara, Eva Longoria

Alex J. Berliner / ABImages via AP Images

Singer John Mayer, Scandal and Divergent actor Tony Goldwyn and Emmy-winning The Big Bang Theory star Jim Parsons also made an appearance, as did Disney Channel star Debby Ryan and Private Practice alum Kate Walsh.

John Mayer

Roshan Perera/Splash

The 2014 Emmy Awards will air live on Monday at 8 p.m. ET / 5 p.m. ET. You can watch the red carpet arrivals beforehand on TV on the E! Entertainment network and online via E! Online's live stream.

Meanwhile, check out a full list of Emmy nominations.

—Reporting by Marc Malkin

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