The aggregation-induced emission(AIE) properties of gold nanoclusters(Au NCs) exhibit significant potential for applications in bioimaging, chemical sensing, and optoelectronic devices. However, developing effective design strategies to achieve strong aggregation-induced emission enhancement(AIEE) in Au NCs remains a challenge. In this paper, we report a ligand engineering approach to achieve remarkable AIE enhancement in Au8 nanoclusters. The quantum yield of aggregated Au8 NCs showed a ca. 90-fold increase compared to their solution state, with corresponding emission intensity enhancement reaching ca. 560-fold. Through combined optical characterization and metastable component tracking in aggregated systems, we elucidate the underlying AIEE mechanism. Both AIEE and crystallization-induced emission enhancement(CIEE) were activated through ligand engineering, which facilitated (1) shortened inter-cluster distances(from 1.31 nm to 0.72 nm) and (2) effective suppression of intermolecular rotational/vibrational relaxation. This steric-hindrance-reduction strategy establishes a new paradigm for precise modulation of photoluminescence in gold nanoclusters across both aggregated and crystalline states.