I didn't notice the more results at first glance and I doubt many other people would have either.

I would suggest expanding the box to show all the users saved results for that search. If you are committed to keeping it limited to 3 results I would suggest moving the "more results" link to a more prominent position under the links and possibly showing a counter next to it so it looks like "$num_links more results".