Make the Stock Widget display percentage change
Sorry, the answer is no, you cannot.

The only configuration available for the Stocks Notification Centre widget is Enabled/Disabled.

Other apps that provide Stocks reporting may have been updated to provide more configurable notifications, however the stock (sic) app does not.