Nice game right there! But whoa, this problem people are having seems very specific...
I tired both the 32-bit and the 64-bit version on my Windows 8.1 (8GB of RAM) and the game runs perfectly fine.
Here's something a little weird, though. The 64-bit version uses around 3GB of Memory while the 32-bit one uses only around 100MB.