Spear-phishing attacks present a significant security challenge.A detection approach based on novel document vectorization method is proposed.The method achieves a 91% F1 score in identifying LLM-generated spear-phishing emails.Key contributions include a novel document vectorization method and a publicly available dataset of high-quality spear-phishing emails.