Clustering or Time Series Forecasting

The idea behind te clustering is that this was also certainly the case during the pas, or during actually any domain that people are interested veri plotted. So there's a motivation to use them. But i'm curious, if you kind of look under the hood, is there anything interpretable about them? Can you understand what wisdom the clusters are latching on to?