I encountered the exact same problem today, Ryan.
In my src (or your root) directory, my log4j.properties file now has the following addition
# https://issues.apache.org/jira/browse/AXIS2-4363
log4j.category.org.apache.axiom=WARN
Thanks for the heads up as to how to do this, Benjamin.