Yes, because anti-feats are rolled randomly, this is something that you wish to remove when the dice falls wrongly, except that RAW you may sacrifice any normal or bonus feat to remove the penalty, not just the opposite feat.
Of course, you are not required to roll for anti-feats in the first...