Related to やっぱり, but subtly different, さすが is typically used when remarking on something that affirms an expectation or assumption based on a reputation or role that involves the object of the expectation being noticeably different from ordinary.
It could be something good, bad, or just strange, but absolutely not
commonplace and boring. It also seems to carry a sense of being
impressed despite having already expected something impressive.