I do not wish Gmail contacts to appear on my device
Go to the device's Settings, under Accounts tap Google, tap the @gmail.com address, uncheck Sync Contacts and Sync People Details.

To remove already synced contacts go the phone Settings menu, Application Manager, go to All applications, then Clear Data for the Contacts and Contacts Storage apps.