1. A method for use by a system for performing feature sensitive captioning of media content: detecting an aesthetically determinative feature of a media content unit selected by a user; determining a captioning aesthetic for a caption of the media content unit based at least in part on the aesthetically determinative feature; and producing a feature sensitive caption for the media content unit utilizing the captioning aesthetic.