Next Page of Category is not limited to current category

If you look at this page: http://andrewsaldana.com/NEW/store/products/category/cards/

It is the page for the Cards category. If you click on Next page, I would expect it to show the next page of Cards only - but it doesn't, it shows products from all categories. I really need those to stay in the current category - how can I fix this?