At that income level (around 100k/yr), the tax federal taxes reported to you on your last pay stub of the year should be around 28%, when you count FICA (6.2%) and Medicare (1.45%). Add to that whatever your state income tax is (most states have an income tax). As an example, I have to pay 4.63% to the state of Colorado. I think most states that impose an income tax are within a few percent of that. Then add the hidden employer side of payroll tax (another 6.2%), and you end up with a figure that is close to 40% of income.
Minimum standard deduction and a single personal exemption will remove a few percent from this figure at filing time, and you can delay tax payment through 401(k) contribution, but it is still a very heavy tax rate. It is just well hidden from the average income earner by putting the taxes into a number of buckets.