Where you gain weight is largely due to genetics. Some people get chubby faces as they get fat. Others do not.
That being said, heavy cream is better for gaining subcutaneous fat (the fluffy fat) compared to junk food. This is because a lot of thinga in junk food encourages visceral fat (fat around your organs) grown.