PURCHASE AGREEMENT Dated as of May 31, 2006 EMC MORTGAGE CORPORATION and STRUCTURED ASSET MORTGAGE INVESTMENTS II INC. Bear Stearns ARM Trust 2006-3, Mortgage Pass-Through Certificates, Series 2006-3 PURCHASE AGREEMENT