That's what I thought. The analogy I heard: using octane too low for your engine is like slamming the pedals of your bike at the top of each stroke. A lot of energy is wasted and the engine doesn't like it and knocks. Higher octane burns slower more like applying smooth pressure to your pedals all the way down.
Again way oversimplified but that way I can understand it.