Ff a High PR site puts your link on a sub page that does not have high PR, then is it diminished in quality?
Yes, PR works on a page-by-page basis, so if it's PR you are after the link is worth less. However, if the topic of the sub-page is more relevant than the topic of the homepage, the link might be worth more.