Here's why:
* Gerund: A gerund is a verb form ending in "-ing" that acts as a noun. In this case, "talking" is the gerund.
* Gerund Phrase: A gerund phrase includes the gerund and any modifiers or objects that go with it. Here, "talking to my friend Omaha" is the entire phrase.
The phrase acts as the object of the preposition "for."