This is a total pain in Tumblr. I don't even think it's possible, or at least, haven't figured it out in 3 days of trying. So now I'm weighing whether the community/distribution of Tumblr is worth trading for a little bit of SEO. In our case, a social iPhone app, I think we're keeping Tumblr.