Lower-tail concentration for a weakly self-bounding function

The entropy method givesfor $\lambda \ge 0$. Consequently the Chernoff bound yields $\mathbb{P}(Z-\mathbb{E}Z\le -t)\le \exp [-t^2/(2\mathbb{E}Z)]$.