Congrats on your BFP!

I guess it probably depends on your relationship with your boss and how you are likely to be treated / how it will affect your ability to work... but I would be inclined to tell him/her. No need to tell anyone else - could just say you have a 'medical issue' you'd rather not discuss. If you're not comfortable, I'd say that your feelings, and your baby's welfare come first.