Released in 2003 on the album 24 Shots, 'Fat Bitches (Freestyle)' stands as a quintessential example of 50 Cent's early West Coast hip-hop style. The track showcases his signature aggressive delivery and rapid-fire flow, characteristic of the gangsta rap movement that dominated the mid-2000s. Produced with a gritty, sample-heavy beat, the recording captures the raw energy of the era's club and radio formats. As part of his discography during this period, the song reflects the artist's focus on street narratives and high-octane performance, cementing his status as a leading figure in contemporary rap music alongside peers like Eminem and Dr. Dre.