Well, it's absolutely not weird. Capacitors are happy to change current instantaneously but not voltage. It's in their spec: i=CdV/dt. If you charge a capacitor to a particular voltage, and then disconnect the capacitor entirely from its circuit, it still holds that voltage. Swap "+" and "-" and you have a negative output. Couple many capacitors together in an array of switches and you can make nearly any voltage you please, but integer multiples are easiest.