On some links the browser pulls in an image and headline text from the link target, providing the sort of preview information you seek. But on some links this does not happen automatically. I have found that if I click the "bookmark" button at the bottom of the post, it usually then pulls the preview in where I can see it.
(In making that happen I click the "bookmark" button a second time to re-remove it from my bookmarks)