--- up, go faster! (3)
I believe the answer is:
gee
(Other definitions for gee that I've seen before include "Mild expression of surprise, may go before whiz" , "Horse - surprised expression" , "Goodness" , "American exclamation" , "- - whiz! (US)" .)