The best statement that explains the observation is:
The bus moves forward, while inertia keeps you in place.
This statement accurately describes the concept of inertia, which is the tendency of an object to resist changes in its state of motion. When the bus starts moving, your body tends to remain at rest due to inertia, making it appear as though you are moving backward relative to the bus.