Use the one-time setup code you were given. You choose your own password here; it is never stored in readable form.
Add the authenticator
Open your authenticator app (Google Authenticator, 1Password, Authy…) and add a key manually, or tap the link on your phone. Then enter the 6-digit code it shows.