Do I receive more money each payday, if I reduce my exemptions?

Other way around. You can claim more exemptions to increase your paycheck and decrease your refund. If you have no spouse and only one job, it is safe to claim at least one more exemption than the number of people in your family. With you and one child, that means claiming single status with 3 exemptions.