Coping with "survivors guilt" in Academia
Congrats on your new job! One way you might be able to turn these feelings into something positive is to use whatever influence your position affords to help the students or non-tenure track faculty in your department. You can't fix the limited availability of positions, or competition for them, but maybe you can play a role in making your department as supportive as possible for those experiencing stress from this situation.