Voltage divider rule
The voltage will be 6V across both the resistors. It is the sign convention we follow.
  

The current direction in your case defines the polarity of the voltage across the resistor. It is normal to draw the supply with negative side of it towards ground (indicating lower potential).  

If you imagine a multimeter being used, it all simply depends on where you are placing the positive probe and negative probe.