If you let your program log into HN using your account, it should be able to tell which of the stories you've up-voted there. If you use that as the input to your classifier, as you read stories on HN, simply mark those that interest you by up-voting them.
I'm also curious to know whether the stories are weighted by age to account for changes in what you find interesting.