I’m noticing something strange on the Blog page when inspecting Firebug. The html is calling up a convoluted body class:
<body class="page page-id-2 page-template page-template-page-blog-php">
When I change that class (in Firebug) to just “page-blog-php” things look more normal, though the post with a featured image is still just a big image block.
