I would say go to Norman Goodfellows. Not sure what kind fo Sake you are looking for but they vary greatly in price and quality. If you can find a Chinese grocery shop, they will certainly see sake. The brand they sell in these shops is however cr4p and should generally rather be enjoyed warm.
If you want a sake good enough to actually enjoy cold, then you will have to look a little harder.