I agree with nonamina_girl. He'll come around once he's gotten used to you and his new home but he really needs a friend. Guinea pigs are herd animals and most do alot better with a friend. Good luck and welcome to the forum. Here's a good link to read up on their social lives:
http://cavyspirit.com/sociallife.htm.