The biggest expense will be the pipework inside that pile. That you won't be able to service easily. And you'll also need a LOT of insulation around it to prevent heat from leaking out too quickly.

Thermal storage benefits from the square/cube scaling, so the amount of insulation goes down as you scale up the storage.

The insulation is just more dirt.