To answer my own question, I found that it was the HADOOP_CLIENT_OPTS setting in /etc/hadoop/conf/hadoop-env.sh that needed to be updated. That variable contained the string -Xmx128m and I needed to set it higher than -Xmx1024m for the hive to startup without error.
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