Do I need to give 30-day notice that I am moving if my lease is already expiring?

Yes. This is stated in your lease and is non-negotiable. You are responsible for rent for 30 days from the date that you provide notice in writing that you will vacate. Failure to do so will be considered a broken lease, your deposit will be retained in full, and you may be pursued for any additional cleaning or repairs that are needed.