I know that Village Palms has a whole yard full, you might call them and ask if they are available for individual sale.
I imagine large rocks would sell by the pound, anywhere you go. Some kinds of rock are denser/heavier than others. Some are indigenous to this area, some are imported from other states.
There is also a place called Dirt Cheap that you might have luck at.
I love rocks.