The Emotion Engine was very much the CPU+VPU of the PS2, not the GPU. The GPU was referred to as the GS or Graphics Synthesizer.

I still had all the tech manuals for the PS2 lying around on my bookshelf until a couple of years ago. Can’t hold on to old stuff forever!