I think an easy was would be to use the rokcady macros to insert your own text, this will also let you pick the destination of the 'read more' button.
<a href="{url}" class="readon">{text}</a>
Should be the last two items in rokcandy macros. Other than that, I know of no other way. Hope that helps.