Announcements start processing after the post is published, however depending on a few factors it can take some time before an employee see the alert or email. Most announcements are received within 30 minutes. If an employee is on the site and opens the alert before the announcement email is sent, the employee will not receive the email.
Once a blog post has been published, you will no longer be able to change the Announcement toggle.