Literary authors employ "charming" in multifaceted ways to evoke an inviting sense of appeal, whether describing a person’s engaging nature, a picturesque environment, or even a behavior imbued with delightful sincerity. The word often underscores a character’s warm and spontaneous qualities, as when it characterizes someone’s artless personality or elegant demeanor [1] [2] [3]. At times, its use extends to evoking the allure of physical surroundings or objects—a scenic landscape that captivates the observer or a modest room that exudes quiet grace [4] [5]. Moreover, "charming" can carry a nuanced tone, ranging from sincere admiration to light irony, thereby enriching both character portrayals and settings throughout literary works [6] [7] [8].