Important: When you hide your caller ID on one device, it's hidden on all devices with the same Google Voice account.Open the Google Voice app .At the top left, tap Menu. Settings.Under “Calls,” turn on Anonymous caller ID . If you want to show your phone number to people you call, turn off Anonymous caller ID .