Answer: The Space Task Group giving Katherine a pearl necklace as a gift for her engagement. Doubly so considering that one of the things Katherine mentioned in her epic rant in front of the whole office is that as a black employee, she isn't paid enough to afford pearls. It turns out that it was Mr. Harrison's idea.