First, I think we need to understand "analog" vs. "logic" board, as these terms seem to be flying around here at random.
The "analog board" is sometimes referred to as the "vertical board". As this nickname implies, it is mounted vertically when the Mac is sitting upright. This is the board to which the power supply is attached (it's actually one unit in non-SE form factor Macs). It mostly controls the power and some video functions.
The "logic board" is sometimes called the "horizontal board". It's essentially synonymous with "motherboard" in description and function, which I'm going to assume is a term familiar to you.
Next, the procedure to remove the logic board and hard drive:
1. Open the Mac. Set it down on a towel, remove the four Torx T-15 screws (two in the shaft, two near the ports). You'll need a long-shafted T-15 screwdriver to do this. These are usually available at Sears (if you can't find one, send me a PM and I can pick one up at my local Sears, which I know has them). Separate the case. Don't use a screwdriver or anything similar to do this, simply pry it apart gently at the seams as not to crack the case.
2. Remove the following from the logic board: floppy cable, hard drive cable, analog board cable. Next, pull the board up from the chassis. You will find it has a series of indentations on the right side, which you can use to remove it. As you remove it by lining these up with the gaps in the chassis, disconnect the speaker wire from the board.
3. To remove the hard drive, you can unscrew the two Phillips head screws of the hard drive bracket from the top of the floppy cage (there is one screw on either side) and pull the bracket out. Make sure you disconnect the hard drive power cable. Be careful when pulling this out as not to damage the CRT or video board (connected to the CRT's neck).