Technically, sure - that announcement can come at any time. Stevens and Souter announced their retirements in April and May, Kennedy announced his at the end of June.

But Kennedy’s announcement was just after they finished opinions for the term, right?

Yes, I believe it was the last day (but he or any other justice could have waited a few days or a week or whatever if he wanted)