Yes, huge tech companies have lots of orgs and teams, which means there won't be one singular culture. Some teams will be toxic, some won't, some will be in between. Certain huge companies will have more "good" teams than "bad" ones. Then you have places like Amazon, where bad teams are the norm, and good ones are exceptions.