I was taken aback—I was greatly astonished—taken by
surprise—startled. It is a sea term. A ship is “taken aback” when
the sails are suddenly carried by the wind back against the mast,
instantly staying the ship's progress—very dangerous in a strong
gale.
More on Aback from Infoplease:
See a map of "" in the Visual Thesaurus