Do you think New York is a romantic city?

I visited New York and found it, not surprisingly, over crowded, noisy, and it certainly did not come close to the atmosphere of this image! We stayed in a lovely brown stone building (Air B and B) in Brooklyn but the walk back from the subway in the evening was a bit scary. Never felt comfortable, sadly.