Twitter Consumer Key = Consumer key
Twitter Consumer Secret = Consumer secret
Access Token and Access Token Secret is under “My Access Token” (menu right above).
There is the Access Token and the Access Token Secret.
I activated it successfully on two WordPress installation. However it seems to me, that all is case sensitive. If something have upper-case letters, then you should also use it. The same for lower-case letters