When you hover over a link, SwiftPreview shows a graphic preview of the page linked, and the extension is fully customizable so you can keep it from being annoying.

Chrome: HoverReader, once installed, lets you hover over a link to a news article to see a pop-up display of an article preview or its full-text before you click.