Soft 404s Or Noindex Empty Pages For Google

Michelle Race, aka ShelliWeb, asked an interesting SEO question, she asked what is better for Google when you have empty webpages. Should you noindex the empty webpage or should you let Google index it and treat it as a soft 404?