The fastest way to find large or run-away files on a whole filesystem or specific directory is to run:
find / -type f -follow | xargs ls -l | sort -r -n -k 5,5 | head -20
Where / is the target and 20 is the number of results you would like to see (sparing yourself a flooded terminal buffer). The output looks something like:
-rw-r--r-- 1 karma karma 358826880 Jan 22 2011 dist/clear-trollup.tar.lzma -rw-r--r-- 1 karma karma 273621974 Oct 20 2010 dist/clear-foxpaws.hvm.hdd.tar.lzma -rw-r--r-- 1 karma karma 273399504 Oct 20 2010 dist/clear-foxpaws.tar.lzma -rw-r--r-- 1 karma karma 22299432 Dec 9 19:21 dist/megaupload.mp4 -rw-r--r-- 1 root root 2815800 Nov 27 19:45 dist/kernel-domU-2.6.38 -rw-r--r-- 1 root root 2569440 Apr 17 19:13 dist/kernel-domU-3.2.12 ...
There is a much cooler but equally less efficient way: the "File Size View" graphical file manager for KDE's Konqueror. You may need to install the konqueror-plugins package if it is not already available.
File Size View does not work over kio abstractions (ssh/sftp/fish/ftp etc) but works fine (excruciatingly slowly) over NFS.
$ find . -type f -size +30M
This will give you a list of all the files over 30MB.
UPDATE Your woes may not be over. Even after deleting files they can stick around until every process that is using them has terminated. Please continue reading Find the Largest Open Files and Their Owner(s) on Linux with lsof if you are experiencing problems with "ghost files."