This question is addressed in introduction to the sefer [Targum Simcha][1].

There, it says that the joy that began in Adar reaches its pinnacle on Erev Rosh Chodesh Av, prior to the instruction to begin decreasing joy.


  [1]: https://hebrewbooks.org/pdfpager.aspx?req=66549&st=&pgnum=8