Because subsequent searches aren't full page reloads. The first search (via the Chrome URL bar) puts the search in the "q" query string for me.
This does not mean google cannot rewrite the url without reloading the page (via history.pushState). But less browsers supports this [1] (IE9, browsers from 2009, and some android browsers).