Do you capitalize first lady

It is capitalized when it is used as an official title, like President, Tzar, and Prime Minister. We heard a speech by First Lady Michelle Obama. But if it is just used in general, it is not capitalized: there have been a number of first ladies who did not like living in Washington DC.