No, the penalty does not apply to immediate relatives which is your category as the spouse of a u.s. citizen. By the way, you should have an attorney represent you. Immigration may seem like just filling out some forms, but that is deceptive and could affect the outcome of your case.
The answering of this question in no way creates an attorney client relationship. The response to your question should not be relied upon as legal advice.