The Angels focused on Japan because Tokyo-3 is where the embryonic state of Adam was smuggled to in order to be experimented on by the NERV organization, after its discovery in Antarctica during the Second Impact. The Angels, who wanted to destroy humanity and repopulate the Earth with the offspring of Adam, saw the recovery of Adam as a main objective.