"Shivering" is the correct spelling for the action of trembling from cold or fear. Common misspellings like "shiveering" can be avoided by remembering the "r" after "v". Other correct suggestions for this misspelling could include "shivering" or "shiv'ring", although the former is the most widely accepted standard spelling.