> Unfortunately geothermal does not cover this need.

Artificial geothermal could though.

https://www.orcasciences.com/articles/standard-thermal

The size is orders of magnitude smaller than the depth of natural geothermal wells, and the temperature much higher. Even so, they are aiming for heat loss of < 1%/month, entirely adequate for seasonal energy storage.