"So since Philodemus makes up most of the library here, it's pretty safe to call it a "pagan" library."
You're confusing the tiny number of scrolls which have been preserved with what was likely in the complete library.
The complete library was much larger and likely contained the typical mix of philosophy, drama, poetry, and speeches copied over centuries from all over the Roman and Greek world.