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You are not immune to that by any means. If anything, you are more vulnerable. It's more difficult to spot the machinations going on.

This. Being remote actually amplifies toxicity. At least that's my experience in 3 different workplaces over 5 years.

It's not hard at all. You can spot passive-aggressive language and refusal to collaborate corporate-speak a mile away.