Use Multiple Google Accounts in One Browser (opens in new tab)

I found out last week that using incognito private browsing mode in Chrome (and I assume in other browsers too) I can log in to Google, Twitter, etc, without logging out my girlfriend (my laptop was broken, so I was borrowing hers).