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Have you configured EMR Serverless before attempting to deploy the template?
If you follow the getting started docs, you need to create a runtime role before you can starting using the service. You could do this once-off via the console or script it too.
If you have, check CloudTrail in that region for EventName = CreateApplication
and check the returned error.