EDIT: Seriously, you have to give it up for the dance move at 2:57.
My friends and I used to discuss our "secret shame" which in this very specific context meant a song that got yer toes a-tappin and even singing along but only when no one else was around. For miles.
Here are a couple of mine. I apologize in advance.