Yes! At least I know they can affect my mood. If I am surrounded by dark colors,my mood will also be dark. But lighter colors will lighten my mood, as well, especially if the light colors are accompanied by a lot of sunlight.
Maybe if your bedroom is painted in a color that causes you to stress out you would be more likely to argue with your significan other.