If you find that links to your website posted on Facebook don’t look the way you want, there is probably a problem with the open graph tags on the page you are linking to.

Correcting this problem can be as simple as adding a featured image and exerpt to the page in the wordpress editor.

This article by hostinger covers the WordPress featured image in detail.