Love Hysteria was produced by Simon Rogers, who at the time was also playing with The Fall. It contains eight songs written by Peter with Paul Statham, plus a cover of Iggy Pop’s 'Funtime'. Record Collector said that the album’s songs "All Night Long, Indigo Eyes, Dragnet Drag and Blind Sublime managed to combine direct rock power with Murphy’s vocal gymnastics and imaginative way with lyrics".