Definitions of survivor guilt:

• noun:   a deep feeling of guilt often experienced by those who have survived some catastrophe that took the lives of many others; derives in part from a feeling that they did not do enough to save the others who perished and in part from feelings of being unworthy relative to those who died

  Example: "Survivor guilt was first noted in those who survived the Holocaust"