+ 1 to Cafe Sabarsky.
Out of the hotel teas I've been to, which aren't that many, I prefer Mandarin Oriental.
I really like the Momofuku dessert place, Milk Bar. The candy bar pie -

My favorite chocolates in the city are at Kee's. It's takeout though.