After listening to the demo, Anastacia agreed to further work on it alongside Watters and co-producer Louis Biancaniello. In an interview discussing the development of the song, Anastacia revealed that they had adopted Massey's approach while writing it, aiming for a song "like "It's Raining Men" and "I Will Survive", one that makes you move and makes you happy." Answering a question on British music show Later... with Jools Holland regarding if this song was about anybody in particular, Anastacia later replied, "It's about a lot of people in particular, not just one but probably many in my life who I wanted to have a love thing with but it wasn't there."
Following a demo listening session, Anastacia agreed to continue working on the song alongside Watters and co-producer Louis Biancaniello. In an interview about the song's creation, Anastacia stated that she had adopted Massey's approach while writing it, aiming for a track similar to "It's Raining Men" and "I Will Survive," one that inspires dancing and joy. When asked on British music show Later... with Jools Holland if the song was about someone specific, Anastacia responded, "It's about many people in particular, not just one but probably many in my life who I wanted to have a romantic connection with but it wasn't there."