It's made from oils (various) and sodium hydroxide, which combine to produce sodium stearate, sodium oleate, whatever. The process is called saponification. Bile (in the gallbladder) is a consists mainly of bile acids and sodium, so the theory of the soap stone believers is that the "stones" are the product of a kind of saponification.