There is some different definitions of it but mostly it doesn't really matter if the thing is objectively good or bad, as long as a person treats it in a specific way because of personal opinion, that is bias.  Sometimes bias can lead to good results, sometimes it ends upp being unfair. But when it comes to fatties, having a negative bias is mostly the right thing to do.