My understanding is that the vast majority of US subsidies in this area are for production rather than consumption subsidies aimed at reducing the price (only $44 billion out of $760 billion). The US is also on the lower end of fossil fuel subsidies compared to other countries at $28.16 per person in 2021, which seems considerably less than how much each person would have paid in fuel taxes that year.