All perfect praise be to Allaah, The Lord of the Worlds. I testify that there is none worthy of worship except Allaah, and that Muhammad, sallallaahu ‘alayhi wa sallam, is His Slave and Messenger.
We do not know exactly what your husband meant. However, if he meant that divorce has taken place by just saying “…go to the other room before I divorce you...You just divorced yourself (because you did not go to the other room); then this statement does not lead to divorce. So, the bond of marriage is still valid but we advise you to be careful in the future especially that you mentioned that he had already divorced you twice and that there is only one divorce remaining [for both of you to be forbidden to each other].
Also, you should consult the scholars orally about your case so that they would find out from the husband what he had exactly intended so that the ruling would correspond to the reality.
Finally, we find it strange that you say that you love your husband and at the same time you argue with him to this extent. Rather, love necessitates respect and forgiving mistakes and being keen on mutual understanding and obedience in what is permissible and not being stubborn or irritable.
Allaah Knows best.