I know that's not a source but you could also just google "word2vec", as I recall most of the explainer blog posts had similar examples.
So it's good at SAT type questions?
It's not "good" at anything, it's a set of word embeddings. You have to apply them in some context using a feedforward model of some sort for them to be used in some task.
That gets "analogies" rather than "spatial awareness" per-se.
You put quotes around spatial awareness but the commenter being referenced said geography.