There you see how it works: Append the What's New? link with &exclude= and a comma separated list of the IDs of the forums you want to exclude. The ID is the number right behind the questionmark in the URL of the regarding forum - 138 for the Silly Stuff forum.
Setting a bookmark with this link makes it easier to remember it.