We finally had to tell them. They immediately made the connection between the Easter Bunny, Tooth Fairy and Santa :(
Here is a snippet of our conversation:
me: How do you feel?
Soph: (shrugs her shoulders)
me: are you sad?
Soph: Well, ya. I am a little young!