The complexity of microscopic nuclear many-body wave functions hindered a deeper understanding of nucleon clustering driven by complex nucleon-nucleon correlations. To address this, a universal four-fermion formation framework (U4F) is developed within the configuration-interaction shell model. The U4F enables microscopic analysis of the α component in mixed quartet configurations and reveals the correlation between α formation and the underlying nucleon-nucleon interaction, with consideration o