that means I should stop the wallet, delete everything but wallet.dat and bitcoin.conf, and then start it up again, right?
No. You can just stop bitcoin client and run the command. Keep blockcahin there.
Also is command line arg of -datadir=xxx to make sure it knows where to look in case it is not seeing it.
Also command of -checkblocks to makr sure integrity of blockchain