On writing- Mad scientists, why are they so mad?

I’m sure the first image to pop into your mind is a room full of Tesla coils, beakers with colorful fluids in them, and a woman tied down to a plank somewhere with a monkey guard standing watch over her as his lab coat wearing master screams out a window. Mad scientists have been the staple of many Wh.. what happens next?