In a face to face interview, it is unlikely that an interviewer will not know your gender, but important that your gender not be taken into account in her assessment of your ability to do the job. You can't be asked your gender during any kind of interview for a position, unless it directly relates to your qualifications for a job, such as an attendant in a rest room, or locker room.