pick up the soap means: Prison rape is when a gay man, usually of African descent, tells a male inmate (usually a new one) to grab a soap bar that he accidentally dropped. In which the gay man shouts “pick up soap”, the straight man picks it up while his penis is bent to the man in front of him. This means that the straight men will be anally raped. (in Community Dictionary, added by Nadia Parks)