In this paper I will present an analysis of the semantic bias in partially-directed compound words (PCWs) in modern Chinese. As a very special type of compound words, PCWs are of great value to the study of modern Chinese. They can prove and reveal the inseparable relationship between ancient Chinese and modern Chinese. Furthermore, we can judge the cultural psychology of Chinese nation through the analysis of the bias feature.