They are required to service all of NYC, but will do almost anything not to.

Correction, taxis are required to take you to "any destination in NYC, Westchester, Nassau, or Newark Airport;"

Source: http://www.nyc.gov/html/tlc/html/passenger/taxicab_rights.sh...

They often stop with their doors locked, roll down the window, and ask where you are going.