Here's why:
* Prepositions show the relationship between a noun or pronoun and another word in the sentence. In this case, "after" shows the relationship between the verb "arrived" and the noun phrase "breakfast." It tells us that the arrival happened *following* breakfast.
* Conjunctions connect words, phrases, or clauses. Examples include "and," "but," "or," and "because."