My first thought would be the fuel pump or a clogged fuel filter, particularly given your mileage. For about $25-$30 I'd give the filter a try. If you don't know when it was last done (if ever), you probably need it anyway even if it doesn't solve your problem. A fuel pump's around $250.
Let us know what happens.