Code Test Coverage - What Are the Metrics?

Test managers often prefer to measure how many manual tests were covered by automated tests. The most common one, at least from a software engineering perspective, is the code coverage metric. But then it raises the question, how do you define what is the feature and how do you measure how much of this feature is covered?