An inverting amplifier circuit will invert the voltage polarity (- -> +) and at the same time will allow you to amplify the voltage (in the range of 0-5V for Arduino) and increase the sensitivity of the readings.
A voltage follower between your sensor and the inverting amplifier can increase the stability of readings.