Alien Love Secrets was written and recorded in less than six weeks as a stripped-down guitar, bass and drums record with minimal keyboards. According to Vai, he had wished to maintain a steady output of material following his 1993 album Sex & Religion, but the recording process for the 70+ minutes of his subsequent 1996 album Fire Garden was taking too long. The EP was therefore purposely released in anticipation of Fire Garden.[6] Stylistically Alien Love Secrets marks a return to the more familiar instrumental rock of Vai's 1990 album Passion and Warfare, following the highly mixed reception to Sex & Religion.[1]
Notable tracks include "Bad Horsie", which was derived from a riff played by Vai during the final scenes of the 1986 film Crossroads; "Juice" was featured on the soundtrack of the 1996 PlayStation video game Formula 1; "Ya-Yo Gakk" is a call and response interplay with vocal recordings of Vai's young son Julian; "Tender Surrender", one of Vai's most popular songs, bases itself around a familiar sound, structure and tempo as Jimi Hendrix's "Villanova Junction" from his 1969 performance at Woodstock, although written in a different key; and "The Boy from Seattle", which is a tribute to Hendrix written by Vai.
Stephen Thomas Erlewine at AllMusic gave Alien Love Secrets three stars out of five, calling it a "moodier, more atmospheric collection" than Passion and Warfare. He also praised his "fluid technique, which manages to never become completely mechanical."[1]