The Amazing Spider-Man costars made their off-camera adoration known when they dined with about 10 people at Ninethirty at the W Los Angeles-Westwood.
"The two held hands the entire time," an onlooker tells PEOPLE. "Emma sipped ginger ale and snuggled next to her man. They seemed so in love and happy."
As for the menu, "he ordered food and she didn't," the source says, adding that "he fed a couple of bites into her mouth."
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