Two very large files are automatically created by Windows, and the size is based on installed memory (RAM). Here is an example. See the highlighted entries which take up 28GB disk space.
ls -lgh
total 58393712
drwxr-xr-x@ 1 staff 0B Feb 10 2014 $Recycle.Bin
drwxr-xr-x 1 staff 0B Aug 10 2014 93bda1828a11a8c4e5918a82
-rwxr-xr-x@ 1 staff 8.0K Feb 10 2014 BOOTSECT.BAK
drwxr-xr-x@ 1 staff 4.0K Apr 3 2015 Boot
drwxr-xr-x@ 1 staff 0B Jul 14 2009 Documents and Settings
drwxr-xr-x 1 staff 0B Feb 10 2014 Intel
drwxr-xr-x 1 staff 0B Aug 3 2015 NVIDIA
drwxr-xr-x 1 staff 0B Jul 13 2009 PerfLogs
drwxr-xr-x 1 staff 8.0K Sep 28 14:58 Program Files
drwxr-xr-x 1 staff 8.0K Sep 28 14:55 Program Files (x86)
drwxr-xr-x@ 1 staff 4.0K Sep 28 14:58 ProgramData
drwxr-xr-x@ 1 staff 0B Feb 10 2014 Recovery
drwxr-xr-x@ 1 staff 8.0K Jan 31 16:53 System Volume Information
drwxr-xr-x 1 staff 4.0K Aug 3 2015 Users
drwxr-xr-x 1 staff 16K Aug 18 10:40 Windows
-rwxr-xr-x@ 1 staff 375K Nov 20 2010 bootmgr
-rwxr-xr-x@ 1 staff 12G Feb 2 23:12 hiberfil.sys
-rwxr-xr-x@ 1 staff 16G Feb 2 23:12 pagefile.sys