It has to be a new text message that you have not previously read.
You can still go to S-voice and say "read text messages." It will then read out your text messages.
I finally figured it out. Your phone will not read out the message as long as you have some type of lock screen security enabled. You must...
Hello, I'm Keith just joining the party.