The line comes from Sega's bass fishing games, where the announcer comments on the size of your catch as you reel it in, reserving 'this one's huge' for the largest fish. Short clips from those games were later ripped and shared on soundboards, where the isolated shout escaped its fishing context completely. Because it is so brief and emphatic, creators began dropping it over any oversized object, character or reveal, and it has stayed in use as a quick, recognisable way to mock-hype something big in game edits.
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The excited 'this one's huge' fishing callout from Sega's arcade fishing games, used for big catches, big reveals and oversized finds in gaming edits.
A very short, excited male announcer shouts 'this one's huge' with over-the-top enthusiasm, the kind of callout you hear the moment a fishing game decides you have landed something special. The delivery is loud, proud and slightly exaggerated, lasting just a fraction of a second, so it lands like a punchline rather than a line of dialogue. Placed over a catch, a loot drop or anything comically oversized, it instantly tells the viewer that this is bigger, rarer and more impressive than everything that came before it, even when it clearly is not.