You don't have to remember the user. All you have to do is to remember the access token you got the first time. You can store it in shared preferences and use it to sign new requests.
So, the first time your activity starts you have to check whether the token is stored or not. You ask for credential only if the token is empty. Also note that your token may expire and if you get a 401 error you'll have to re authenticate the user.
PS: I wrapped scribe in an android library to make it easier to use with android: https://github.com/fedepaol/PostmanLib--Rings-Twice--Android