The attributes follow the Tax rules of the product.

If your shop is in a Tax zone and Tax is on then you see the tax whether or not you are logged in.

If your shop is not in a Tax zone and Tax is on ... you only see the Tax if you log into a Tax zone

The Tax follows the rules based on either customer zone or store zone when customer is not logged in.