To clarify, are you talking about the Applications folder in Finder or Launchpad? If you mean a blue dot like this, it appears if the application is new or recently updated, and it will disappear when you open it:
If you mean the Applications folder in Finder, it's likely a Tag as mentioned above. You can right-click and remove the Tag.