Question: how to say you're not interested in a nice way?
Answer: Always affirm. Affirm how much it means that they invited us; acknowledge how much you admire them.
Then say no. Then check in with yourself so you can clarify your no. ... 
End with thanks. Thank them for having thought of us, for reaching out, and encourage them in any way that feels kind.