To streamline our analysis, we employed expert-assisted and unsupervised machine-learning techniques to cluster the optimized geometries. After clustering, we explored the most relevant pathways for conformational rearrangements and compared them with radiative relaxation times. This analysis revealed that structural reorganization often outcompetes radiative processes, helping to explain the characteristic fluorescence properties of the pyrene excimer.