Here's why:
* Clauses have a subject and a verb.
* Prepositional phrases start with a preposition (like "in" in this case) and include an object (the noun "thought").
Here's an example of how it would work in a sentence:
* She sat at the table, lost in thought.
"Lost in thought" functions as an adjective phrase modifying the noun "she."