More accurately, vector databases are Softmax'd eigendecompositions of the matrix representation of the graph of their connected members..

"Network Embedding as Matrix Factorization: Unifying DeepWalk, LINE, PTE, and node2vec"

https://arxiv.org/abs/1710.02971