Chrome does a really good job hiding that the page is still loading, because it's multithreaded and doesn't cause the UI to seize while the page is loading. Firefox is FINALLY starting to work on this.

Also, note the 12 second time is what the Google+ team clocked as average. Yours may have been faster. Others, were even slower.