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You can probably trivially shield the GPS with an aluminium foil sticker once you know where the antenna is. The GPS sgnal is very weak.

I think the GPS antenna is either omnidirectional or very nearly so., since my phone can get location in many orientations.

So I don't think a single foil sticker would make much difference.