The discussion focuses on the behavior of a gyroscope that is not spinning, specifically when it is initially aligned with the x-axis. When released, the gyroscope falls over while remaining in the x-z plane, indicating that it rotates around the y-axis due to its fixed pivot point. This clarification highlights the dynamics of a non-spinning gyroscope and its rotational movement.