Government Spending Responsibility Act - Prohibits the total discretionary appropriations for FY2011 from exceeding the total discretionary appropriations, calculated on an annualized basis, made for such fiscal year by the Continuing Appropriations Act, 2011, as amended by the Continuing Appropriations Amendments, 2011.