The alerts are not technically SMS text messages. Although they go over carrier networks, they use a separate technology that "will not get stuck" if wireless traffic is congested in the region — often a problem in an emergency situation.
How wireless emergency alerts work | Mashable
Even though they are not technically SMS... I wonder if they are received that way.
If so you can catch them:
Let's see what David's sources say