How many variables are there? If there are enough variables then you could do an old fashioned PCA on different categories of subjects and see if your PCA clust

How many variables are there? If there are enough variables then you could do an old fashioned PCA on different categories of subjects and see if your PCA clusters according to your category grouping. A "sensory map" does sound like multiple variables with tendencies.