Still thinking about divorce

Everyday he goes to work early and stays late. He said it is because he hates to come home to me. He hates to see how lazy I am and not making money. 

I am currently in my "dream job" but not getting the dream pay. In fact, I get paid commission which if I convert my paycheck into an hourly wage, I am only making $5 an hour. I understand his frustrations as I am equally as frustrated. I have been looking and applying for other jobs, but nothing is coming up at the moment. I am not giving up though. 

I am just tired of my husband being unhappy with me. I am tired of him insulting me thinking that his harsh words would motivate me. I am tired of him constantly snapping at me and trying to start arguments.  

We are both obviously unhappy. Do I stick it out with him and keep trying to work on things? Or do we go our separate ways so he can be happy again?  

** Responding to comments** 

He doesn't wanna divorce because he feels that one day I will be successful. And I kind of hate that in a way. It makes me feel like he married me because he knows the profession I am in can make me a ton of money (if done right). But I don't currently own my own business because I am in so much student loan debt. I was hoping that I could save up money to open my own business in a few years, but we have no money to save. We are broke because of my job and debt. We don't even have enough money in our account to get grocery AND pay for gas. But obviously gas is what gets us to work so we are going to get leftovers from his moms house this weekend to help feed us. 

Sooo technically he wants to work on things... But he follows it up with "because one day you will be successful and I won't be so angry anymore".