"Eye of the storm" refers to the center of a hurricane, which, yes, I'd relatively calm. As a metaphor it is often used to evoke the calm surrounded by chaos aspect, but sometimes (though less frequently) used to evoke the center of the chaos without particularly evolving the calm ("ground zero" is an alternative metaphor for the latter use which lacks ambiguity, but seems to be less used, IME, since 9/11.)