an unnamed woman was shot by police after she allegedly opened fire on them while sitting in the back of a cop car .
the incident happened near the fulton county courthouse in downtown atlanta on thursday .
the woman had been taken into custody after being found sitting inside a stolen car .
at one point the woman fired at least two shots at the officers , and they returned fire , fatally wounding her .