"Not I" is correct grammar, as the verb to follow is understood. Remember the story "The Little Red Hen?"
The answer was "Not I" by all the animals until asked, "Who will help me eat the bread?" Alas, this is something that still happens. We aren't prepared to do the work, yet we want to reap...