Exactly--the gift over the annual exclusion is a "taxable" gift. However you don't pay gift tax. Rather, it uses up a part of your lifetime exclusion which is now in excess of 11 million.

The annual exclusion was actually 13,000 in 2011. $15,000 this year.

Please remember me if anyone needs to make large gifts-lol.