Mass is not what dissipates heat.
Surface area is.
Simply adding more mass will make it take longer to heat up and delay the step down.
It also increases weight a lot more than simply adding cooling fins, which is what actually cools the light.

For indefinite runtime you need good heat dissipation, not high heat capacity.