Of course you can point it towards storage account: 

Enable Spark event log delivery on your workspace/cluster (to DBFS, S3, ADLS, etc.). Otherwise you simply don’t have the logs to replay.

Check spark.eventLog.enabled true

Set spark.eventLog.dir to your persistent storage path.