Per comment from Hippooom use an abstract class to configure tests:
@WebAppConfiguration
@RunWith(SpringJUnit4ClassRunner.class)
@ContextConfiguration(classes={WebAppInitializer.class})
@ActiveProfiles({Profiles.EMBEDDED_DB})
public abstract class ProfiledIntegrationTest {
}