Gabungan Parti Sarawak (GPS) will support a coalition with Perikatan Nasional, Barisan Nasional and Gabungan Rakyat Sabah (GRS) to form the new federal government, said GPS chairman Tan Sri Abang Johari Tun Openg at a press conference on Sunday following Saturday's general election.