Yes they are annealed, but historically federal brass is too soft, and Norma and Lapua brass are hard from the factory. Factory brass starts out in the shape of a thick quarter, and gets formed in the process and is annealed along the way and or at the end.
I anneal mine - the less you work brass the less chance it will get hard
