I've worked in offices where every week until the holiday party, or every day of the week building up to the holiday party, small secret Santa gifts are left anonymously (candy, coffee, ornament, etc.). You may ask. Then, on the holiday party itself, the "larger" gift is given.

Don't be afraid to ask Celine too. May throw her off that idea that you drew her name. :)