The story
From Gerald + -ine. c. 1540 by the Earl of Surrey as a poetic name for Lady Elizabeth Fitzgerald, "one of the Fitzgeralds". Taken up as a given name in the 19th century, and used as a feminine form of Gerald.
Etymology from Wiktionary, CC BY-SA 4.0.