Here is what my Collocation Dictionary says:
 
Oxford Collocations Dictionary for Students of English, 2nd edition
surprise noun 
1 feeling of surprise 
adjective 
great , total , utter 
mild , slight , some 
initial 
After the initial ~ I got to like the place. 
mock 
His eyebrows rose in mock ~. 
genuine , real 
verb + surprise 
express , register , show 
feign 
He feigned ~ when I went up and said hello. 
hide 
She was quick to hide her ~. 
cause 
The president �s remarks caused ~ and embarrassment. 
2 sth that you did not expect 
adjective 
big , complete , genuine , great , huge , major , real , total 
unexpected 
lovely ( esp. BrE ) , nice , pleasant , wonderful 
nasty , unpleasant , unwelcome 
little 
I have a little ~ for you! 
phrases 
a bit of a ~ , quite a ~ 
hold few, many, no, etc. ~s 
She feels that the future holds few ~s. 
� Oxford University Press, 2009
 
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