Yes, Jeep campers can leave bedding or sleeping bags on the mattress. Your pillows can stay in place when you close the camper top, as long as they are somewhat compressible. As an example, the sleeping bags shown are inexpensive 0-degree bags that are not very compressible. The Thermarest pillows are somewhat compressible. All can remain in place.