I was searching for the same thing for my GS3 and found this solution:
Christopher Souvey's Blog ? Blog Archive ? Android Advice: Shared Home Phone Numbers - "Time you enjoy wasting is not wasted time."
Note my comment there about storing the contact on the PHONE, those get searched first.