You can't just change the items per row and expect that is what you'll see because for obvious reasons, it will depend on the size of each item in terms of the width. So if you set it to 5, does 5 of your items fit in the layout? Etc...
So another words the size of the product image will also play a role in whether the item will fit and also the size of the layout container...