Pedersen is out of contract in the summer and could leave Rovers on a free transfer.
Celtic and Fenerbahce are among the clubs who have been linked with the Norwegian winger.
Diouf said: “He’s a good player and he’s a good lad. He’s done really well at the club for a long time and now everyone really wants to see him stay.”