My understanding is that Azure IoT Hub is built on top of Azure Event Hub technology, and, when an IoT hub is created, an event hub is created, under the hood. I've created an IoT hub and wrote some C# code to send messages to it, and read messages from it (using the C# EventHubClient library).
In the Portal, when I look at all the event hubs created, I don't see any (of course, I do see the IoT hub I created, as a different object). If IoT hub does indeed create an event hub why wouldn't I see the underlying event hub that IoT hub would have created?