A "longing" is a STRONG desire.

You can think of long as a version of want/desire. I don't think you've used it grammatically correctly, it should either be: I long to drink a cup of coffee or I long for a cup of coffee It's a more forceful desire than is conveyed by like (as in your second sentence) or want.