Here's why:
* Appositive phrases are noun phrases that rename or clarify another noun in the sentence.
* In this sentence, "a dictionary" renames and clarifies the noun "book". It tells us what kind of book Jerome was carrying.
Let me know if you'd like to explore more appositive phrases!