Great places to make out?

The other night, my boyfriend spent quite some time looking for a place to park and enjoy some intimate time (to no avail).

How do you, dear Flutherites, recommend finding a private make out spot? I explored the edges of the city – should I have gone further downtown instead? Are commercial areas safe better than residential? Maybe the industrial spaces are most deserted.