Pressure can be "absolute" (zero is absolute vacuum) or "gauge" (zero is one atmosphere, approx 1 bar/15 psi). Can't be bothered to quote it in lb/sq ft (should really be pounds force per square foot), pascals or butterflies per acre.
Using gauge pressure you can have a negative pressure of up...