"That's what the real love thing looks like!" Kevin confessed to the couple.
See more couples that hit the Golden Globes red carpet together:
Couples hit the Golden Globe Awards 2016
Will and Jada Pinkett Smith were adorably all over each other at the 2016 Golden Globes
Olivia Wilde and Jason Sudeikis were near picture-perfect on the red carpet, but we could have done without Sudeikis' eyesore sneakers. Wilde absolutely stunned in an oxblood sequin gown with a plunging neckline and eye-catching necklace.
(Photo by Jason Merritt/Getty Images)
Sweethearts! Harrison Ford and Calista Flockhart made their rare red carpet debut at the Golden Globes and -- no surprise -- looked amazing. The "Star Wars" hunk looked slick in a tuxedo while his ladylove stunned in a turquoise silk dress. (Photo by John Shearer/Getty Images)
"Empire" star Terrence Howard reminded us how cool he is with his shades and tuxedo, while his lady Mira Pak looked soft and sweet in a nude gown with floral appliques. (Photo credit should read VALERIE MACON/AFP/Getty Images)
Patrick Stewart and his wife, Sunny Ozell, went the classic route with all black ensembles. (Photo by Steve Granitz/WireImage)
"The Martian" actor Matt Damon kept it simple in a black tuxedo, which really left the spotlight wide open for his stunning wife, Lucy. She dazzled in a lavender, one-shoulder frock with diamond accents. Photo by Jason Merritt/Getty Images)
Soon-to-be newlyweds Lady Gaga and Taylor Kinney totally gave us the Bogie and Bacall vibes with their classic old Hollywood looks. Gaga donned Versace and her man went for a classic tuxedo. (Photo credit should read VALERIE MACON/AFP/Getty Images)
Ricky Gervais set the tone for the night by rocking mirrored sunnies on the red carpet.
(Photo by Steve Granitz/WireImage)
Can these two do any wrong? Steve Carell and his wife, actress Nancy Carell, had us in awe with their elegant ensembles. Nancy's black ballgown screamed sexy yet sleek while Steve was all kinds of handsome. (Photo by Alberto Rodriguez/NBC/NBCU Photo Bank via Getty Images)
Golden Globe nominee Christian Bale escorted his gorgeous wife, Sibi Blazic, to the award show. Sibi nearly outshined her man in a black dress with gold details. (Photo by John Shearer/Getty Images)
Golden Globe nominee Eddie Redmayne escorted his wife, Hannah Bagshawe, to the award show and also revealed on the red carpet -- that they're expecting their first child together. hoto by Trae Patton/NBC/NBCU Photo Bank via Getty Images)
Patrick Wilson and his wife, Dagmara Dominczyk, looked sparkly and glam in midnight blue and black ensembles. (Photo credit should read VALERIE MACON/AFP/Getty Images)
"Supergirl" Melissa Benoist her husband, actor Blake Jenner were very adorable in one of their first major red carpets since tying the knot. (Photo by Kevork Djansezian/NBC/NBCU Photo Bank via Getty Images)
Discover More Like This
BACK TO SLIDE
The couple attended the award show together in support of Will's Best Actor nomination for his most recent film, Concussion. Jada wore a stunning green Versace gown, which prompted Will to refer to his wife as his "Versace hottie."
The two celebrated 18 years of marriage on New Year's Eve, and last week, the Concussion star joked with ET at the Palm Springs International Film Festival, "We decided we're going to go for at least 20."