Ezekiel has exactly what I was looking for. This is just a minor tweak of it to make it generic.
def generateCombinations[T](x: List[List[T]]): List[List[T]] = {
x match {
case Nil => List(Nil)
case h :: _ => h.flatMap(i => generateCombinations(x.tail).map(i :: _))
}
}