There are a couple ways that you can find random books.

One is to completely change your reading preferences survey to not really reflect you as a reader. If you like, pop your favourite genres into the disliked genres box so they can't come up at at all.

Second, use the filter menu on the browse books page. There's no personalisation at all about what comes up here: http://app.thestorygraph.com/browse