Towns and counties produce revenue from property tax and sales tax.

The infrastructure relies on state support, which is usually from Federal funds and personal income tax. That aid is a transfer payment from cities to localities. Bigger states, bigger transfer. Also, the federal funds are sourced from bigger states to the smaller states.

Thats one of the amazing things about the US. The wealth of the coasts ensured that the smaller states weren’t left behind.