Tar usually stores the relative path by default.
If you need to extract a particular folder, look at what is in the tar file:
tar -tvf linux.tar.gz
Note the exact filename/path. In the case of my file, I could extract data folder by:
tar -xvf linux.tar.gz apps/oracle/VIS/data
Note: There is no Leading /
