Absolutely it should be possible. It just sounded to me as if they don't do it. But maybe I'm wrong. I'm not a Tumblr user.
The UI is very similar to a Twitter dashboard (if you are familiar with that). I don't think it's possible to search for old posts in either case, and the style of the site doesn't really lend itself to that kind of use (for better or worse).