I found it by looking at the "comments" page to see if there's something interesting. It doesn't care if it's off the front page.
"People who are riled up" is exactly what this is supposed to detect. It's a flamewar detector. HN doesn't want to promote such a thing on the front page, because it's not an interesting discussion.