Here's why:
* It modifies a noun: It describes a quality of a noun, such as "the deeper ocean" or "a deeper understanding."
* It compares: It compares the depth of something to another object or state, indicating a greater depth.
* It's formed from an adjective: "Deeper" is the comparative form of the adjective "deep."