Technically, the Bath County station was built with $1.6 Billion. I adjusted up to $5 Billion for an off-the cuff "inflation" estimation, also because other pumped hydro solutions are coming around $5 Billion as well.
Something to note is that the Bath County station has been running since the 1970s. That's a useful lifespan well of 40 years at this point. I don't think Lithium Ion (especially when they are cycled daily) will achieve that lifespan.