We made these things up because they are a convenient and useful abstraction, but let's not forget that they are a legal fiction. So guess what you call a company that pays taxes? Fiction! Companies can't pay taxes because they don't exist, only people can pay taxes. So when you tax a company, it ultimately comes from the pocket either of an owner, an employee, a supplier or a customer.
If we were honest about this and not just looking for a boogeyman that we can pretend to stick the bill to, then we'd switch to a conversation about capital gains, income and consumption taxes.