Many thanks to all the useful suggestions. I have solved the problem now. It appears that the revtex4 layout puts figures spanning columns on the page AFTER the page they are put in the text. So the solution to get the figure at the top of page 2 is to insert the float somewhere (in fact anywhere) on page 1.
Geoff
