Make each GPU on a Titan Z output to separate xscreen/monitor ?

I have a linux system (CentOS 6.5) with a Quadro K2200 and a GeForce GTX Titan Z in it.
I’m trying to have a separate x-screen on each GPU.
Xscreen0 is setup on GPU0 (the Quadro), but xscreen 1 & 2 are both on GPU1 with no xscreens on GPU2. I don’t see any way to make xscreen 2 be supported on GPU2 (the 2nd GPU on the Titan). I’ve tried plugging a monitor for screen 2 into a dvi connector and the displayport on the Titan card itself that didn’t change anything.

Here’s my output of nvidia-xconfig --tree:

Using x configuration file: “/etc/X11/xorg.conf”.

serverlayout “layout0”
→ screen “screen0”
→ monitor “monitor0”
→ vendorname “unknown”
→ modelname “hp la2205”
→ horizsync 24.0-83.0
→ vertrefresh 50.0-76.0
→ device “device0”
→ driver “nvidia”
→ vendorname “nvidia corporation”
→ boardname “quadro k2200”
→ busid “pci:1:0:0”
→ option “stereo” “0”
→ option “metamodes” “dvi-i-1: nvidia-auto-select +0+0, dp-0: nvidia-auto-select +1680 +0”
→ option “sli” “off”
→ option “multigpu” “off”
→ defaultcolordepth 24
→ screen “screen1”
→ monitor “monitor1”
→ vendorname “unknown”
→ modelname “hp lp1965”
→ horizsync 24.0-83.0
→ vertrefresh 48.0-76.0
→ device “device1”
→ driver “nvidia”
→ vendorname “nvidia corporation”
→ boardname “geforce GTX titan z”
→ busid “pci:5:0:0”
→ screen “0”
→ option “stereo” “0”
→ option “metamodes” “dvi-d-0: nvidia-auto-select +0+0”
→ option “sli” “off”
→ option “multigpu” “off”
→ option “basemosaic” “off”
→ defaultcolordepth 24
→ screen “screen2”
→ monitor “monitor2”
→ vendorname “unknown”
→ modelname “hp lp1965”
→ horizsync 24.0-83.0
→ vertrefresh 48.0-76.0
→ device “device2”
→ driver “nvidia”
→ vendorname “nvidia corporation”
→ boardname “geforce GTX titan z”
→ busid “pci:5:0:0”
→ screen “1”
→ option “stereo” “0”
→ option “metamodes” “dvi-i-1: nvidia-auto-select +0+0”
→ option “sli” “off”
→ option “multigpu” “off”
→ option “basemosaic” “off”
→ defaultcolordepth 24
→ inputdevice “keyboard0”
(all of the keyboard stuff…)
→ inputdevice “mouse0”
(all of the mouse stuff…)
→ option “xinerama” “0”

Can’t each GPU on a dual GPU card have its output go to a xscreen?
Basically, I’ll want to just run my dual monitors for the desktop (xscreen 0) with the Quadro and
do some separate rendering on each GPU of the Titan Z. I want the images that each GPU of the Titan Z makes go to a

separate monitor.
Please help! Thanks a lot.