http://www.windowsazure.com/en-us/documentation/articles/web-sites-monitor/#howtoconfigdiagnostics

DIAGNOSTICS_TEXTTRACELOGDIRECTORY
The location in which application logs will be saved, relative to the web root.
Default value: ..\..\LogFiles\Application