After clearing 3rd floor i get a new stair to lvl 2?
Is this normal?
Yes indeed !
It’s a tunnel so you go down 3 floors on one of the cites side then back up 3 floors to emerge into another city 
Just like the subway 
Go down 3 floors then go up 3 floors.