You know they're fission batteries? Fission being the thing that happens in the quite large nuclear reactors. The thing, following fallout logic, that was somehow compressed into a small box.
And to put it simply, said fission batteries grew denser via compression and still weigh just as much as they did at their original size, they're just compact.