Meaning: The feeling of hope was weak and uncertain.
Choice of Words: Hope is a feeling of expecting good things to happen. Flickered means to shine unsteadily. Candle is a stick of wax with a wick that burns to give light. So, the sentence means that the feeling of hope was weak and uncertain, like a candle that is about to go out.