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Russian irredentists consider Finland to be rightful Russian clay along with Chechnya, the Baltics, and all of Ukraine. The Russian Empire annexed Finland before it annexed Chechnya. Putin and other Russian irredentists still hate Lenin for loosening Russian control over Ukraine and letting completely go of Finland.
The threat against Finland is real.
Sweden would probably benefit from Finland joining in any case.