I Get Lonely in a Hurry was released in 1964 by United Artists, produced by Pappy Daily. The album takes its name from the title track, a country ballad reflecting the recurring theme of loneliness in George Jones's work.
Recorded in Nashville, Tennessee, the album includes a selection of songs dealing with heartbreak and melancholy, with arrangements typical of the era's country music. Jones worked with Nashville session musicians to achieve a polished sound.
Although it did not chart prominently, the album is valued by collectors for its vocal quality and thematic cohesion. The cover shows Jones in a nighttime setting, evoking the lonely atmosphere of the title.