If the bag is full, then it symbolizes that we keep secrets. If empty, indicates that the owner is unable to keep a secret. Losing a bag means someone knows our secrets. If it is stolen from us, someone will find out something using the force, while we dont want them to know these facts.
Read more about dreaming of Bag in other dream meanings interpretations.