I felt like this a couple of years ago gokwan. It is horrible, really feel for you. The guilt about how you are feeling makes it hard to think straight (plus the exhaustion obviously).
What finally helped me, was admittting I wasn't loving being a mum. This was a massive deal for me - I felt it was a hugely dangerous and taboo thing to admit at the time to my DH.
Once he knew how crap I was feeling he really wanted to help. However he didn't then - and still hasn't - got the hang of reading the signs and offering to take over and give me a break when I need it. I always have to tell him how I am feeling and suggest what needs to happen. Then he does it.
Ie I am totally knackered, the kids have been really hard work this week, I need sat morning off, will you take them out somewhere?' Then he does it.
Of course I would love it if he saw when I needed a break and offered but tbh this is good enough and it gives me what I need.
My DH is always saying 'I'm not a mind reader' and I know they are not all the same but perhaps your husband is just not seeing what to you is patently obvious. Crying is fine and it lets him know you are not happy. But next time talk to him , tell him how you are feeling (without blaming him if you can as it will only put him on the defensive) and, most importantly, tell him what you want to happen to make things better for you.
Small changes, and being heard can make a huge difference to how you feel