The dancer is a man shown wearing a blue beret, a pair of black sunglasses, a black leather vest which covers a red tank-top, black leather pants, a pair of blue boots, a watch on his right wrist, and a black, short boxed beard. At times, his outfit turns fully black.
The background is mainly red. Various shades of red appear in shapes. Clones of the dancer appear mainly black dancing with him. The background will also often turn blue with male silhouettes and rhombus shaped lines coming forth. As the man's outfit turns black, the background will turn mainly white, with the man's silhouettes being black.
There are 3 Gold Moves in this routine: Gold Moves 1 and 2: Point forward. Gold Move 3: Briefly shake out your arms. This is the final move of the routine.
Stuck On A Feeling has a Mashup with the theme Suit Up! that can be unlocked for 1000 Mojo Coins (or 20 Mojo Coins for the Wii). It can only be obtained on eighth generation consoles and Wii. It features dancers wearing tuxedos or other types of formal wear.