If a player I bookmarked and bid on becomes too expensive, I remove him from my bookmarks. But he stays as the player reported in the Active Bids.
If you've bid on a player, he will be on the active bids even if he's not bookmarked, until his auction is complete (or until a later bid/bookmarking causes a player with an earlier auction time to replace him).