Mountain rivers create fast-flowing water that behaves differently around obstacles compared to slower flows. We used computer simulations and digital bed representation to study how rough riverbeds affect water flow. Our research shows individual grains completely change water movement, creating chaotic patterns instead of organized flows. This makes forces on riverbeds much more variable than previously thought, important for understanding how mountain rivers shape landscapes.