It can be a verb, noun, or adjective.
Startle, verb - similar to shock, surprise as verbs --> common.
Startle, noun - a shock, or a startle --> not very common (he had a startle when I jumped out from under the bed)
Startle, adjective --> I was startled when I got my results! Quite common.