Should "diversion" and "amusement" be in quotation marks?
As for the word "sport," it derives from Old French "desport," which means diversion or amusement.
I don't think its necessary. You could but its better you do not. The reader has already got the picture with the first two. The other words are otherwise further explanations which should be left without quotation marks.