The Platonic Fury was a club ran by Tony Prince as mentioned by him in The Ballad of Gay Tony. Tony says it was a club of "Yesteryear" along with Cox and Peacock.
The name of the club is a reference to Platonic love, a term that describes a chaste affection. As such, it can be assumed Platonic Fury was a club for non-sexual affectionate lovers.