In WordPress Blog page is an archive page. It was not easy to customize blog page from other archive pages.
But luckily your question just comes in a good timing, we’ll release GPP 2.0 Alpha tomorrow which has a brand new Block element feature that allows you to customize content template/post navigation and so on.