Can you remove a gem from gear?
Yes, this is one of the Jeweler's abilities. It does cost gold, however, with more gold the higher the level of gem involved.
If you're not interested in getting the item back, you can salvage an item for the same result.
You can use the jeweler to remove gems from sockets.
http://us.battle.net/d3/en/artisan/jeweler/