somehow when I was testing it, I thought I needed to use rm -r --cached to remove a previously untracked file. It should do git reset in most cases.

Edit: now recommends git reset unless you did "git add ." or something like that.

You may have been on your initial commit; in that case, you need to use rm --cached instead of reset to undo a git add.