I think this might be the bias in action yet again.

Our idea of an alien experience is to taste with a different part of our bodies? That's certainly more different-from-human than most rubber-forehead aliens, but "taste" is still a pretty human-familiar experience. There are species with senses that we don't have at all, like a sensitivity to magnetism or electric fields.