The drug nickname "soft" refers to cocaine.
While cocaine is commonly known as "coke," "snow," or "crack" (in its rock form), "soft" is also a recognized slang term for it. The term likely differentiates it from "hard" drugs or possibly refers to the powder form of cocaine as opposed to the rock form.