I believe that the short story is as different a form from the novel as poetry is, and the best stories seem to me to be perhaps closer in spirit to poetry than to novels.
The form I most enjoy writing is the sonnet or sonnet-like forms, where you have a - you know, three stanzas or two stanzas that lead into a concluding couplet.