How to use a toggle with a stacked label?

I am creating a login with a remember me functionality. The problem is, I can’t seem to find a way to style the “Remember Me” label as I style the labels of the other form elements. Is there an example out there someone knows of that displays this functionality?

It’s not pretty, but you can do this.

   <li class="toggle">
<h3>Remember Me</h3>
     <label class="toggle toggle-assertive">
       <input type="checkbox">
       <div class="track">
         <div class="handle"></div>
       </div>
     </label>
  </li>