Souped Up vs. Suped Up

When speaking of a supercharged something, such as a supercharged engine, why is it souped up instead of suped up? The engine is not comprised of, nor does it have anything to do with soup. If you’re going to contract supercharged, it would make more sense to do so as suped. So, what’s up with that?