C. “Little did she know, Lily had overheard Julia talking about the party days earlier and was now secretly planning her own surprise.”
This sentence best demonstrates the use of dramatic irony because the reader knows that Lily is aware of Julia's plans, while Julia remains oblivious to this fact, creating a contrast between what Julia believes is happening and the actual situation.