From the first example the CSD could learn even that the bag-of-word contains brother or the SUBJ=brother.
in the second example, the bag-of-word representation is not sufficient to learn that the local context of Newcastle is altered because it is the subset of the bag-of-word representation of Arsenal's non-altered local context.