As your happiness goes up, your production costs go down.  If your happiness goes negative, production costs go up.  Happiness has greater impact the closer you are to 0.  You get to a point where increasing your happiness doesn't lower your costs more then a production building occupying the same space (as the decorations) can make.  General rule of thumb is try to keep your happiness between 50 and 100.