If you're working in the templates section inside the Joomla admin panel, you won't find them; look in your file structure and open the appropriate style.css in whatever editor you want to use. Look in the k2 folders in components (for main content) or modules (for the specific modules).
The Firebug extension for Firefox is a huge time-saver here. Inspect the part of the page you want to edit to get the name of the div you need to find. The file names will all be "style.css" (so far as I've explored), so while you still have to figure out which style.css to edit, you'll at least know that if it isn't "style.css," it isn't a K2 styling.