Sure people will laugh if you say something outrageous or deny your scene partner, but deep belly laughs come from building a world that resonates with your audience.  By acting and reacting honestly, you can create a scene that directly or abstractly reflects the world we live in.  Learn to achieve honesty in your scene work by listening to and supporting not only your scene partner, but yourself.