Cookies on localhost in Google Chrome

Only if the page on localhost creates a cookie (client-side or server-side).
External resources (images, frames) may also create cookies, depending on your preferences.

You can check it yourself by opening the Developer tools (F12) -> Resources -> Cookies.

Simply press F12, open Application tab, expand Cookies in left menu, right click on localhost and and and click Clear!