How to change the format of %t option in Apache Tomcat Valve Logger when it has the header {begin}

Question

I've got a pattern that uses pattern option "%{begin}t". Is there a way to change the format of this log? To a format like "dd-MMM-yyyy HH.mm.ss.S" instead of the default.