Replications fails with a vague message: "The last step to run was step 3: Detect nonlogged agent shutdown"

In Transactional Replication of SQL Server, Synchronization job starts well and proceeds a while. However, in middle of the work it shows this error: > The job failed. The Job was invoked by User WIN-XXXXX\Administrator. > The last step to run was step 3 (Detect nonlogged agent shutdown.). It's a very generic error message. How can I get more details about the error?