Costco shares have reversed lower after their membership-fee rally. That’s actually normal, analysts say.

When Costco Wholesale Corp. announced a membership-fee increase for its shoppers late Wednesday, investors who had been eager for such a move cheered the news. Yet on Thursday, the stock fell.