This is so much fiddlier than it was in earlier versions.
Anyway, the trick is at the bottom of P1 Page Layout > Breaks > Section Breaks > New Page.
On Page 1 insert a header. When you've done this the Design tab should appear on the right of the header. You can then click Next Section and delete the header from the second page.