Emma Stone & Andrew Garfield: Hugging 'Squad'

Emma Stone gives her boyfriend Andrew Garfield a big hug on the set of her new movie, Gangster Squad, on Wednesday night (November 2) in Los Angeles.

Andrew, 28, even wore his support for Emma, 22, by wearing a Gangster Squad baseball cap!

PHOTOS: Check out the latest pics of Emma Stone

Other pictures include Emma and Sean Penn filming exterior shots in downtown L.A.

Gangster Squad, which also stars Ryan Gosling and Josh Brolin, chronicles the LAPD’s fight to keep East Coast Mafia types out of Los Angeles in the 1940s and 50s.

Over the weekend, Emma and Andrew celebrated Halloween and lunched together at the Four Seasons in Beverly Hills.

The happy couple play love interests in the upcoming superhero flick, The Amazing Spider-Man, out July 3, 2012.