Here's why:
* Brave is an adjective that describes a quality of a person.
* Bravery is the noun that represents that quality itself.
Let's look at an example:
* "The soldier showed great bravery in the face of danger."
Here, "bravery" is the abstract noun representing the quality of being brave that the soldier possessed.