
Spy on
Privacy Invasion
The phrase implies an intrusion into someone's private life without consent, often negatively received. 
Secretive Intent
Use when the observer doesn't want to be noticed, intending to keep their observation hidden. 
Information Gathering
Often used when the purpose is to collect information for personal use or advantage. 