Write the refusals
Include inputs the model should decline, with the decline as the expected output. A set with no refusals teaches the model to answer everything, including questions it has no basis for.
Split off a test set
Hold back examples the model never trains on and evaluate on those. Measuring on the training set tells you the model memorised, which is a different and worse outcome.