Terra is a GTK+3.0 based terminal emulator with useful user interface, it also supports multiple terminals with splitting screen horizontally or vertically. New features have been added since September 2013. It's a pretty new and experimental project, if you want to contribute just checkout and try.
Seems more complicated as we need to remember the previous positions before a show/hide and a fullscreen.