Application Support directory, some apps are using tons of space!
It appears to be local storage, used by websites to store temporary files. This article explains how you can use Chrome itself to inspect the contents in more detail.

Seems like it should be safe enough to delete (the article also describes a Chrome extension that can safely do that), but as always, make sure you have a backup just in case.