State vehicle registration where I'm at is based on vehicle weight. Costs about $400 to renew the registration on my daily driver and $600 to renew for a larger truck. Motorcycles are only like $80 to renew.
Consumers are being taxed more for larger vehicles, it's the manufacturers trying to avoid safety regulations that are seeing the cost benefits.