One major interpretation, supported by commentators like Albert Barnes and Matthew Henry, is that believers should abstain not only from known sin but also from anything that has the 'appearance' of evil. This means avoiding gray areas and actions that could be perceived as wrong by others, thereby protecting one's witness and not causing offense.