Flying Blind emerged from the mid-1990s UK dance scene as a pivotal force in the evolution of big beat and electronic pop, blending aggressive drum programming with melodic hooks that defined the era. Their 2001 album Time To Go stands as a testament to this sound, featuring "Feel Like Me" as a centerpiece track that encapsulates the genre's characteristic fusion of rhythmic intensity and emotional vulnerability. The song was recorded during a period when Flying Blind was refining their signature style, moving beyond the raw energy of their earlier work to incorporate more polished production techniques while maintaining the driving four-on-the-floor beat that became their hallmark.

Musically, "Feel Like Me" operates within the big beat framework, characterized by its heavy, distorted kick drum patterns layered over crisp hi-hats and a prominent bassline that cuts through the mix with surgical precision. The track's structure follows a classic dance-floor progression, building tension before releasing into a melodic chorus that relies on atmospheric synths and vocal processing rather than traditional instrumentation. This approach allowed the song to function effectively in both club environments and radio formats, bridging the gap between underground rave culture and mainstream pop consumption. The lyrics, while not quoted here, focus on themes of identity and self-perception, reinforcing the title's implication of feeling as if one is the protagonist of their own narrative.

The recording context for Time To Go reflects the collaborative nature of Flying Blind's work, often involving session musicians and producers who helped shape the sonic landscape of early 2000s electronic music. The album's release coincided with a surge in popularity for dance acts that could deliver high-energy tracks suitable for nightclubs while also possessing the lyrical depth required for broader appeal. "Feel Like Me" benefited from this positioning, becoming one of the more recognizable tracks from the discography alongside contemporaries like "Smokescreen" and "Love Konnection" from their previous album Push.

Critical reception of Flying Blind's work during this period was generally positive, with many music journalists noting their ability to innovate within the big beat genre while avoiding the homogenization that threatened to plague the scene. The song itself received strong support from dance music enthusiasts who appreciated its dynamic range and production quality. While specific chart positions or sales figures are not always readily available for individual tracks from this era, the enduring presence of "Feel Like Me" in compilations and live sets indicates a lasting impact on the fanbase. The track remains a representative example of the genre's peak activity in the early 2000s, showcasing how electronic pop could merge technical proficiency with emotional resonance.

In the broader context of Flying Blind's catalogue, "Feel Like Me" serves as a bridge between their more experimental early recordings and the polished sound that would define their later years. It highlights the band's commitment to pushing the boundaries of electronic music while maintaining a strong connection to the dance floor. The song's inclusion on Time To Go underscores its importance in their overall body of work, offering a glimpse into the creative process that produced some of the most memorable tracks of the mid-2000s electronic landscape.