Emergent Unfaithfulness: How Alignment Training Causes Language Models to Silently Override Task Faithfulness

Large language models are characterized by three key properties: capability, alignment, and faithfulness. Prior work studies the tradeoffs between capability and alignment, and between capability and faithfulness, but a third tension remains underexplored: the alignment-faithfulness conflict.