I was wondering this myself, talking to SWMBO about it. She's quite the cook, and insisted it will make a difference- she even brewed batches of tea with different amounts of initial water, topped them all off to the same amount, the color was slightly different...
I've started my extract batches with 3 gallons no matter what the boil directions said...
I'm a noob...