That's why I opened with "Look at the implementation". Go is unable to store the type and the pointer at the same time, so it warps what "atomic" means. Pretty much every other language has atomic mean "one of these will win, one will lose". Go says "one will win, one will panic and destroy the goroutine.
In fact, it's even worse than that. If the Store() caller goes to sleep between setting the type and storing the pointer, it causes every Goroutine that calls Load() to block. They can't make forward progress if the store caller hangs.