Clue: Attempt to encapsulate love for city of Paris? (4)
Answer: TROY
Explanation: Definition: city of Paris
An envelope ('to encapsulate') of O ('love', tennis score) in TRY ('attempt'). Paris is of course the son of King Priam, not the place in France.