SECOND AMENDMENT TO SECOND LIEN TERM LOAN AGREEMENT dated as of June 21, 2006 among GOODRICH PETROLEUM COMPANY, L.L.C., as Borrower, BNP PARIBAS, as Administrative Agent, and The Lenders Party Hereto