In fact, there are actually a large number of such cat species, found in every continent except Australia and Antarctica. Although a lot of them tend to prefer woodland - with undergrowth from which they can pounce on unsuspecting dinner - they have adapted to a surprisingly wide range of habitats, such as mountains, deserts, and swamps. In total, there are 23 recognised species that are at least approximately the size of a house cat.
The one in this picture is Pallas's cat, also called the manul (Octocolobus manul). It lives in central Asia, and can be found from northern Iran as far across as north-eastern China, taking in places like Afghanistan and Turkmenistan on the way. It likes hills and high grasslands rather than forests, using rocks and low bushes as cover while hunting.