The coach is a man who resembles a partying young adult. He is in a pair of blue stone-wash jeans, a blue button-up shirt, and a sleeveless vest jacket. His hair is styled in the same way Justin Bieber wore his hair in 2012. He wears a pair of leather black boots. When the electro part hits, his shirt changes from blue to dark yellow.
The coach remains largely unchanged in the Battle routine. However, his jeans are now blue and his shirt remains blue throughout the entire duration of the battle instead of transitioning between different colors. His hair is also combed neater. His glove is now purple.
The background is a night time city with stars shooting around. The avatar is dancing on a light up ground in the high sky. When the electro part begins, the background turns into a kind of bokeh lights and yellow lines patterns.
There are 4 Gold Moves in this routine; in Just Dance 4, there are 5 Gold Moves: Gold Moves 1 and 2: Right arm moves forward and down slowly. Gold Move 3: Arms bounce outward. Gold Move 4: Right arm is bent and near the head. (Note that this is only counted as a gold move on Just Dance 4 and some Party Master Mode moves.) Gold Move 5 (Gold Move 4 in post-JD4 games): Right arm moves straight and up. This is the final move of the routine.
In a promotional video by Ubisoft, Justin Bieber surprised his fans, who were playing his song and he got to dance to the routine.
It is the most watched video on the Just Dance YouTube channel with 43,697,466 views.
As a DLC on Just Dance 2014 onward, the dancer's shirt is teal when selecting it, but not in the routine.
On the menu picture, the outline for the dancer is changed purple.
In Just Dance 2014 and beyond, the fourth gold move from the previous game is removed, and a few more moves are counted for while the dancer punches downward.
There is a glitch in its Uplay mashup on Just Dance 4 where two of the songs play at the same time.
In the Mashup, the dancer from the extreme version of Good Feeling doesn't turn black during such a part of his routine, like he did in the original.
As of Just Dance 2014, the coach of this song is used for placeholder images for when image assets are loading.
The coach's shirt in the Just Dance 2014 image assets are teal instead of light blue, despite the fact that the shirt is still light blue in the actual routine.
The avatar's hair and vest collar for Just Dance 2015 and onward has been updated make it match with the coach more.
Additionally, the avatar's hair color is also brown, instead of dark blue.
In the Just Dance 4 Wii U exclusive title screen, if you look at the dancer for this song, you can notice that the dancer has a pinkish-red glove instead of a yellow glove, so the dancer was going to have a red glove during a bit of development.