That's What She Said is a dirty joke of sorts. You say it after someone says something that can allude to cock size or anything else perverted. It's only funny if it's used occassionally. If you use it too much, people will get annoyed and tell you to stop, which, of course, is just a set up for another "That's What She Said" joke. Michael Scott is infamous for the overusage of this joke.