Obviously, they don't have to slide into the cozy genre. But what books do you cuddle up with during a thunderstorm, or your variable weather of choice? Personally, Becky Chambers has become one of my favorites. I also read LOTR when I need a "good guys doing the right thing just because it's the right thing to do".
Usually any kind of fantasy book! There are already good recommendations in this thread for those so I'll also mention books aimed more towards a younger audience, they tend to feel nostalgic and warm. Books like the classic editions of Alice's Adventures in Wonderland, Winnie-the-Pooh :)
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