Why does tea not taste as good if one adds water after the leaves have started to steep?

I am so bad about watching for the water to boil that I often lose a good deal of what's in the pot. If I start the leaves to steep while making a bit more hot water, the tea always tastes a tad flat.

Does anyone know why this happens? It doesn't seem like it should make any difference.