It was the third and final single released from the group's greatest hits compilation Recurring Dream (1996).

[5] A music video was provided for "Not the Girl You Think You Are", filmed within a hotel featuring the band amongst many mysterious persons.

It was directed by Jeff Darling, with production design by Ross Wallace.

There’s also sentimental value attached: These sessions marked Hester’s final time recording with the band.

"[8] Live tracks recorded on the Phill Jupitus show, BBC GLR, 21 June 1996, the last live performance of the 1990s by Crowded House in the UK before disbanding.