When this issue occurs, do all of the LED lights and the back-light on your screen go off for a little while? In other words, does it seem as though all power has been instantaneously cut from the laptop or does the screen simply go black while still glowing?
Does your HDD ever make any peculiar noises, such as a clicking sound? I'm guessing it does not, but I do think the root cause of your issue is something physically wrong (loose perhaps) with your HDD. Go ahead and make sure it is securely in place and cannot wiggle. Hopefully, the internal workings of the HDD are not to blame.
To rule out another possibility, you might make certain the RAM sticks are properly secured.