If you want to attack another player, you should first activate the Aggressive mode.
If you explore locations in the Neutral Mode, this will not guarantee safety! The Neutral mode is more of a marker for other players that you are peaceful and not going to attack them at the moment. At the same time, a player in the Aggressive mode can still attack you.