In this paper, we study the role of weight matrix $G$ in the $G$-norm of a generalized and refined Arnoldi method, from the literature, for computing PageRank. Two new ways for defining matrix $G$ is proposed and the propoerties of the two new variants, made by them, are studied. Numerical results show the performance improvement of the new variants