Absolutely. Bipolar disorder is a psychiatric disorder which can be genetically inherited. Even if you are loved and when you think hard and find that you do not have that much of stress in your life, you can suffer from bipolar disorder. It is usually stress that precipitates the episodes of mania or depression but not always.