My sister had a similar problem but it was a bit more severe. Her drive was dying, you may want to check with someone to see if it's failing. Leave it off for an hour then reboot, see if anything changes.
If not, check activity monitor for anything abnormal.
If there isn't anything, make sure you close all your applications when shutting down and see if that helps.