I think they do love. It may not be the sense of love that humans have, but it is love (in my opinion). When they cry because you are leaving, or when they go crazy when you arrive, to me that is love.
In the same way they can feel fear or sadness. You only have to look at dogs that are or have been mistreated.
Obviously you can't ask what they feel, but their actions show it...