The rate of descent (with idle power) change between High and Low pitch is VERY noticeable.
Yes - it takes more energy to spin props to a higher RPM, and instead of it coming from the engine, it comes out of the slipstream. And it shows up as parasitic drag, hence a steeper glide angle.