linux - Used truncate to create huge file - df is not showing decrease in available space

I am trying to test a disk space monitor we have setup.
For that purpose, I ran truncate -s 125G /publish/data/bigFile which should claim enough space for the alert to be triggered.

However, df -h shows for that partition:
/dev/vdb1 196G 66G 121G 36% /publish/data
(which is to say, free space has not changed after running the truncate command.)

ls -lh on the file shows:
-rw-r--r-- 1 username users 126G Aug 7 11:27 /publish/data/bigFile

mount output for /publish/data:
/dev/vdb1 on /publish/data type ext4 (rw,relatime,data=ordered)

Edit: I also just realize, the numbers do not make sense:
196-66=130gb, so why df says 121gb free in the first place?

Answer

Can't see any documentation that supports it, but truncate must be creating a sparse file:

TEST
truncate -s 10G testfile

du testfile # shows the occupied size

   0  testfile

du -h --apparent-size # shows apparent size

   10G   testfile

From the du man page:

   --apparent-size
          print   apparent  sizes,  rather  than  disk  usage;
          although the apparent size is  usually  smaller,  it
          may  be  larger  due  to  holes in ('sparse') files,
          internal fragmentation,  indirect  blocks,  and  the
          like

fallocate

Try using fallocate, it's very quick and does not create sparse files.

fallocate -l 125G filename