Two different questions…
1) What template dictates what the individual post page looks like?
— The one you choose when you create a post in the dedicated TEMPLATE box.
2) So when in blog home and click on a link to read the post… what php page does that go to?
— single.php
Cheers,
Alexander @ http://www.mouseclick.com