Why won’t the transition to PoS (EIP-3675) reduce transaction fees?

I understand that sharding and L2 will. But it seems like by eliminating PoW, it would make the network more economical and therefore cheaper. I understand validators still need incentive, but does that still require the same level of fees we are seeing now?