The IRS sets a standard rate of 58 cents/mile for deduction of vehicle-related expenses. There’s obviously a wide range of actual costs, but that’s in the ballpark for an all-inclusive amount. If you average 20MPH then you’ll exceed $10/hr.
They almost perfectly match the TCO numbers from AAA. They show an average of $8,849/year at 15,000 miles/year, which is 59 cents/mile. The cheapest vehicle type they list is small sedans, which are $6,777/year or 45 cents/mile. https://newsroom.aaa.com/auto/your-driving-costs/
It seems large because we aren’t used to looking at TCO per mile, and only think about the cost of fuel.