Yep sounds like the hard drive. Once you start it up again, use disk utility to try and verify the disk, then repair it. ...but still be prepared to change it as they never last forever. Mine did the same last week by the way and I am in the process of installing a new one.
Answer to: Why My iMac shows a Question mark on start-up?