I was able to solve this by setting the Post Description Format to {excerpt:autogen} in the Meta Description Editor. It was set to {excerpt}
This properly placed unique og:description tags in to posts which the twitter card pick up per documentation here: https://dev.twitter.com/cards/markup.
