It sounds like your HDD is just waking up after going into hibernation from not being used to save power.
How many HDD's do you have in your computer? If you have more than one, check if it only happens on the HDD that doesn't have the Operating System on it. Try and listen to whether its the fans that increase in speed or the hard drive that has started to spin faster from 'waking-up'.