You should just be able to right-click it and pick it up. See the following image for what it looks like: http://static.wowhead.com/uploads/screenshots/normal/71196.jpg
According to WoWWiki, Alterac Granite can be found in a yeti cave in Hillsbrad Foothills north of Southshore.
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