You have just discovered what many of us have been saying for some time now, that more subs is better, and not only for bass but for imaging, and making the whole system disappear.
This happens because bass is so much different than midrange and treble. With bass the waves are all much longer than the room. So they cancel and reinforce creating peaks and nulls. You try and smooth it out with EQ, all you do is make them worse. Better at one point but worse everywhere else.
More subs in more different locations means more peaks and nulls. But more subs also means each one can be run at a lower volume so the peaks and nulls are smaller and the overall result is much, much smoother.
The next improvement will be to move those subs so they are not symmetrical. Symmetry is the enemy of bass, as it aggravates the reinforcement/cancellation effect. When adding the third put it likewise on a different wall and a different distance from the corner than the others.
My system is like this only with 5 subs and the subs and the system entirely disappears, the room dissolves, you are immersed in the sound field, and the bass is freaking to die for.
https://systems.audiogon.com/systems/8367Search DBA, distributed bass array, Swarm subwoofer system, etc.