Rearranging filter buttons does not stick

I added a fitler button to my page, placed it right in the middle of my 8 other buttons, and saved.  When I preview my page it is at the very end.  It is not where I placed it.  When I go back into edit mode it still looks correct (in the middle).  Why does it not show up where I placed it when I actually open the page?

Are you using a filter set or is this attached to a table? I would recommend using a filter set component to achieve this.