What's the difference between regular, plus, and supreme gas?

Some people put plus because they want to be nicer to their car. Some other people told me only a specific type of car needs plus or supreme-otherwise it don't make no difference. If that's true, how do I know what this car needs? It's a Toyota Avalon--is that what distinguishes them?
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