To make Spark store the event logs, you will have to enable this feature. Now that your application is running, I would suggest you to dynamically do it. Refer to the below command:
val sc = new SparkContext(new SparkConf())
./bin/spark-submit <all your existing options> --spark.eventLog.enabled=true
The logs will be stored at file:///tmp/spark-events