Director Nick Cassavetes revealed that the two struggled to get along when they first started filming the 2004 movie.
"Maybe I'm not supposed to tell this story, but they were really not getting along one day on set. Really not," Cassavetes told VH1 in 2014. Gosling even asked to replace McAdams.
"Ryan came to me, and there's 150 people standing in this big scene, and he says, 'Nick come here,'" the director said. "And he's doing a scene with Rachel and he says, 'Would you take her out of here and bring in another actress to read off camera with me?' I said, 'What?' He says, 'I can't. I can't do it with her. I'm just not getting anything from this.'"
"We went into a room with a producer; they started screaming and yelling at each other. I walked out," Cassavetes added.
After allowing them to let off some steam, the movie was able to continue, and their chemistry was a huge hit. Noah and Allie remain one of the most iconic couples in recent movie history.
They'd even go on to date in real life, from 2005 to 2007. They briefly reunited in 2008 before calling it quits for good.