Does 很 actually convey a meaning of very/extremely?
很 is often pronounced lightly, so it is actually without any real information. It seems to fill the role of a predicate marker (e.g. 'copula') with adjective phrases. However, if it's stressed, then it does mean 'very'. 
(Mandarin Chinese does have stress; however, it seems to get ignored in many language classes.)