You are correct, because in a gauge pressure sensor, P2 is open to the ambient (1 atm, always). If P1 is negative pressure (less than 1 atm) or vacuum, then P2 > P1, which breaks the condition to keep the integrity of the sensor. If you want to measure negative pressure, my advice would be to get a differential pressure sensor.
Darío