Two years ago when gasoline prices in the U.S. surged to the then-lofty level of $2 a gallon, the Organization of Petroleum Exporting Countries sprang into action, seeking to provide relief by pledging to boost oil production.

Now, with gasoline topping an average of $3.20 a gallon nationwide, OPEC officials say they see no reason to open...