The most accurate response that captures Stalin's motivation for the Great Purge is:
He wanted to increase his own power and that of the Communist Party.
The Great Purge was aimed at consolidating Stalin's control over the Communist Party and the Soviet state by eliminating potential political rivals and dissent within the party ranks.