A more generic solution to remove the class from any possible element.
// I like to use find as I usually have my wrapper in a variable.
$('#my-wrapper').find('.active').removeClass('active');
Or
$('#my-wrapper .active').removeClass('active');
This will affect all elements within the wrapper: span, h3, div, li, td, etc. With html 5 there are now over 100 possible tags.