Where are the bags generally stored on an airliner?
In smaller aircraft, the baggage is put directly inside the cargo hold.



Source: jacksonville.com

In case of larger aircraft, the baggage is put inside the conformal cargo container or the unit load device, which is then placed inside the cargo hold.



Source: roger-wilco.net



Source: supath.net