What does a firewall actually, physically do? Please be as specific and technical as you can.?

I know how the computer itself works, I'm A+ certified, but I never got into the internet and network technology. I mean I know how to use it, I just don't completely understand how it works. Starting with the modem/NIC all the way to the actual internet access.