Could it be a 44pin Laptop PATA connector? The hard drive you linked is a 2.5" Laptop HDD at least.
Consult this for visual enlightenment (Epic Poster with all kinds of connectors etc.): http://sonic840.deviantart.com/art/Computer-hardware-poster-1-7-111402099