The album marks the first appearance of "The Race Is On", which later became one of Jones's biggest hits and remained a concert staple throughout his long career. According to Bob Allen's book George Jones: The Life and Times of a Honky Tonk Legend, Don Rollins composed the song one day after visiting the Turf Paradise Race Track in Phoenix, Arizona. It features tongue-twisting lyrics that use the fast-paced images of a horse race to describe a broken relationship. Allen writes of Jones's memorable vocal: "By gleefully bending and stretching the notes and singing, at times, slightly ahead of or behind the song's fast-clipped meter, he embellished it with a subtle sense of tension and release that perfectly complemented the rapid-fire cascading effect of the song's lyrics." The album also contains "She's Mine", which would become a top ten hit for Jones on Musicor in 1969, and "Love's Gonna Live Here", a song written and popularized by Buck Owens, who was one of the few country singers who rivalled Jones's success in the 1960s.

I Get Lonely in a Hurry peaked at number 10 on the Billboard country albums chart.AllMusic calls Jones performance on "Book of Memories" "haunting".

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