There's always a hidden cost. There's also the fact that on 120k an employer is required to contribute 3% and likely does so via salary sacrifice which changes the numbers again.
The number I picked for California is also on the higher end, other states are lower again. All thats to say a direct general comparison isn't possible but it's not right to claim that the west has a higher tax burden either the numbers are dangerously close in many cases.