That means that only female Neanderthals transmitted their genes down the Sapiens gene tree. This could mean all sort of things.
Maybe Neanderthal Males with Female Humans didn't generate viable off-spring. Maybe Our selection process favored non-Neanderthal genes and it was phased out of the Y chromosome gene pool? Maybe as you said Sapiens have a much darker past?