This is a problem which very commonly happens in public PCs or any PC that got a busy "flash disk traffic" : Files and folders inside the flash disk suddenly disappear out of nowhere BUT you know that actually they are still there (check the space usage by right click-properties-ing the disk drive).
There are several options you could try :
Option 1 Scan your disk using antivirus.
In several cases...
