Ugh. Yeah, I've heard too many of these stories not to believe them. Most of the people I know at Amazon say they haven't experienced toxicity at that level, though, and that it depends a lot on your manager.
In the absence of a strong, healthy company-wide culture, managers create their own islands of toxicity or calm productivity. I don't know a simple answer of how to ensure you end up on the right one.
Isn't Amazon known for having the worst lifestyle and working environment out of all FAANG? https://www.nytimes.com/2015/08/16/technology/inside-amazon-...