all you need to do is restore that item from there. But if you are sure that you don’t need those items back, check out the methods mentioned in this post to empty the Recycle Bin in Windows 11/10.
Yes, when you empty your recycle bin, the files and folders are not deleted forever. You may need to use a data eraser software to delete the files from the hard disk. To recover files deleted ...