Geez is defined as an exclamation you shout showing surprise or annoyance.(interjection)
When you are annoyed because your friend is late for the 10th time in a row, this is an example of when you might shout "Geez!"
See geez in Webster's New World College Dictionary
See geez in American Heritage Dictionary 4
Origin: Shortening and alteration of Jesus1.