I'm new to Linux, but my guess is that a swap file has been created. This wasn't happening on your USB stick because the OS was configured to load everything into ram.
Check https://help.ubuntu.com/community/SwapFaq for an answer. I may be wrong, but it would make sense.
If you've got more than 2GB of ram, I'd follow the instructions to disable swapping all together.