The reason for inserting a paragraph mark is that otherwise the last paragraph on one page is in the same paragraph on the following page. When you apply a style on the new page, it applies to the entire paragraph.

Consider, instead of using the manual page break, using "page break before" paragraph formatting for the first paragraph on the next page. It is best to do this by making it a part of a heading style definition.