Even for simple behaviors like chemotaxis in organisms, the best explanations are both reductive and representational. The document discusses how single-celled organisms and neural networks can represent environmental states like chemical gradients to navigate toward food. It presents evidence that neural activation states in organisms like C. elegans worms and artificial chemotaxis models correspond to and are causally explained by representational states of the external environment.