As a young police officer, Satyapal Singh from Baghpat took a keen interest in all forensic reports. He often spoke wistfully about the M.Phil degree he had acquired in Chemistry, saying he would have been a scientist had he not cleared the Civil Services examination to become an IPS officer. He quite liked flaunting his knowledge of chemicals and the various processes.