I have found this Share Office quite suited my requirements, I thought I share this for those who are in a similar situation like me. The company is call Texmark and is located in Cheng Sai Wan, just a block away from MTR, the management is quite helpful and the price seems fairy reasonable.
I will be paying them a visit after the Mid Autumn Holiday, will give you an update after.