So I added

<AddSuccessTemplate>

<ItemTemplate>

<h1>Form Submission Successful</h1>

<p>Thanks for your submission.</p>

<xmod:ContinueButton Text="Continue" />

</ItemTemplate>

</AddSuccessTemplate>

to my form expecting it to be hidden. It is always visible, even without a form submission. Is there something I am missing here?