From left, chocolate cone with a chocolate shard from Hotel Chocolat, Chocolate gelato from Coda di Volpe's "Foxhole" takeout window, Darkest Chocolate waffle cone from Jeni's Splendid Ice Cream.

From classic fudge and saltwater taffy to artisan chocolates, these candy shops—one per state—are beloved sweet spots every ...