Petunias, if they stay weak, can be infected by the tobacco mosaic virus, which can lead to yellowing of the leaves. Petunias die at low temperatures and turn yellow when the sunlight is not enough, the soil is not fertilized well, or lacks water in deep layers. All these can be reasons that petunias are dying.