EXHIBIT D(4)(r) INVESTMENT SUB-ADVISORY AGREEMENT This AGREEMENT made this 28th day of August, 2006, by and between THE VARIABLE ANNUITY LIFE INSURANCE COMPANY, hereinafter referred to as "VALIC," and BRIDGEWAY CAPITAL MANAGEMENT, INC., hereinafter...