The statement that best explains this observation is:
The bus moves forward, while inertia keeps you in place.
When the bus starts to move, your body tends to remain in its original state of rest due to inertia, which is the tendency of an object to resist changes in its state of motion. Thus, as the bus moves forward, you appear to move backward relative to the bus.