[2] Prior to the release of the album, Taemin previewed the songs from Move at his first Korean concert, titled Off-Sick, on October 15, 2017, in front of 10,000 fans.

[4] The album also included "Heart Stop", a light-hearted duet with labelmate Red Velvet's Seulgi, and a Korean version of Taemin's second Japanese single "Flame of Love", previously released on July 18, 2017.

He aimed to break gender stereotypes and the perceived limits of K-pop's artistry and worked with the Japanese choreographer Koharu Sugawara and a team of female dancers to create the choreography for the song with the intentional to use Taemin's soft frame as a starting point to counter the gender norms typified by many K-pop dances,[8] stating: My aim was to find a middle ground, mixing both masculine and feminine movements into the choreography together.

I thought I could show the soft lines like the dance movements of a ballet dancer by adding subtlety to my choreography.

[8] He also explained putting out three different music videos at once was something he wanted to try in order to show the different elements of the choreography as well as a strategical decision to make the choreography seem both possible and impossible at the same time and that he wanted to focus on bringing nuances into the music rather than having big movements.