The statement that best explains the observation is:
The bus moves forward, while inertia keeps you in place.
This is because inertia is the property of an object to resist changes in its state of motion. When the bus starts moving forward, your body tends to remain at rest due to inertia, making it seem like you are moving backward relative to the bus.