I believe this is up to your browser to remember where you were on the page. In most cases, it should happen automatically if you’ve refreshed the page.
I am having the same problem. I have a query loop about midway through my homepage and when the next page of the loop is selected it always bounces back to the top of the homepage. Any thoughts?