AVD full screen on multiple displays

We are using the display RDP properties as per the attached screenshot. When AVD session is launched, it goes into full screen across all displays attached to device. When full screen is exited, it goes into single display mode. However, from that point onwards, full screen stays within single display and only way we can go multi-display again is to disconnect and reconnect the session. Can this behaviour be changed so that user has the flexibility to go full screen across all their displays and single display mode and vice-versa.