Content rendered in summaries are showing the raw entered content, not the filtered content. For example, if the content of "*Bolded text* and _underlined text_" renders the asterisks and underscores where summaries are shown.

A temporary work-around is to do actual HTML markup instead of Textilized markup in the summary portion of the content.