Musically, it is described as a "boot-stomping folk rock" piece that retains "punk-rock and indie sensibilities". Some critics even noted that it would be a "solid punk track" if the mandolins were replaced with electric guitars.
For a look at the song's energy and visual style, you can watch the official music video:
“Cross My Mind is one of my favourite Twin Forks songs... It's just a fun song. It's singable. It's danceable. It features the entire band.” WordPress.com · 12 years ago Twin Forks - Cross My Mind
The track is noted for its "cheerful, infectious whistling" and "giddy handclaps". Many reviewers described it as a "sing-a-long" jewel that makes listeners want to dance.
Critics and fans highlight several key elements that define the song: Musically, it is described as a "boot-stomping folk
Fans of Carrabba's various projects often comment on how this track showcases his growth as a songwriter while maintaining his signature emotional honesty.
“Right after 'Cross My Mind' makes its way into your ears... you can automatically tell that the elements used showcase idiosyncrasies they infused in this song. It's full of energy.” Bearded Gentlemen Music · 12 years ago It's just a fun song
The male-female harmonies between Carrabba and Suzie Zeldin are praised as a "harmonious trance" and a "perfect complement".