Used to live in Manhattan as well and never heard sirens 24/7 - especially not ambulance sirens

Lived in various neighborhoods too - East Village, Murray Hill, and Upper West Side.

Even when I lived in Murray Hill near Bellvue Hospital it wasn't constant