Yes, it is possible to over-fertilize your flowers, and doing so can cause several problems. When flowers receive too much fertilizer, particularly high-nitrogen fertilizers, it can lead to nutrient burn, which results in the yellowing or browning of the leaves. Over-fertilization can also cause nutrient imbalances, making it harder for the plants to absorb the necessary nutrients they need for healthy growth.