Obligation to Pay. With taxable distributions, the transferee beneficiary must pay the GST tax. When a taxable termination occurs, the trustee of the trust is responsible for paying the GST tax. If the taxable event is a direct skip from the outset, the transferor (grantor) pays the GST tax.