It's a paradox.
We already are anon.
By definition.
By taking up the mask,
we only serve to label ourselves.
If we transition from being Anon to being Anonymous™, we will no longer actually be anons.
Thus the answer:
"If I take off the mask, would it be painful?"
No.
It would be FREEDOM.