Here's how it works:
* Eager is an adjective, describing a feeling or state of being.
* Eagerness is the noun form of that feeling, representing the abstract concept of being eager.
For example:
* Adjective: She was eager to start her new job.
* Abstract Noun: Her eagerness was evident in her bright smile.