Yes, you will need to pay an annual franchise fee to CA.
From the Franchise Tax Board.
All LLCs (not classified as a corporation) that are doing business in California, or file an article of organization or certificate of registration with the Secretary of State must file Form 568, Limited Liability Company Return of Income, pay the annual minimum franchise tax of $800, and LLC fee (if applicable).
https://www.ftb.ca.gov/businesses/Structures/Limited-Liability-Company.shtml
