There are people you like for different reasons. Have you told them why?
"I like you... ": Because I enjoy this. I feel this when. This is what I learn from you.
It is a not a compliment, it is not an invite that has to be accepted or not. It is not a gift to be received.
It is a simple "I like you, because."