Does a surplus of uncrowded content have a positive or negative impact on the overall SEO of your site?

There is currently a surplus of content on my site and I was looking to reduce the amount of active content to facilitate the search for "good" things.

Would my site's overall SEO ranking for a topic, topic, or keyword have a negative impact by removing a bunch of content that nobody visits? Does this content help boost my overall SEO?