I remember reading in a psychology manual years ago about an experiment where they gave people a drug which would induce a physical feeling, and verified how this "made" those people feel the corresponding emotion.

Personally I wouldn't be surprised at all if there was a complex feedback loop at work, where both bodily sensations which come from outside of the central nervous system and mechanisms internal to the latter would give raise to emotions.