“Throwing a party” is slang for drawing several players into a big pot with strong aggression.
Explanation. When you raise or three-bet widely, especially preflop, to build a multi-way pot, you “throw a party.” It increases action and potential earnings but carries variance. Recognizing this line helps plan trap setups or avoid overexposed wide-range spots.