You’re lookign for the bloginfo
filter.
<?php
add_filter( 'bloginfo', 'wpse33522_change_bloginfo', 10, 2 );
function wpse33522_change_bloginfo( $text, $show )
{
if ('description' == $show) {
$text="Some New Description";
}
return $text;
}