Does the direction matter in the Stretch and Fold method?
Stretch and fold should be done in both directions.

One stretch and fold, in most techniques that I read, is stretching like you stay, folding, then rotating 90 degrees and repeating.

You can see an excellent example of stretch and fold in this video and here.  Where they do it and then turn it - that's one stretch and fold.