InceptionV1 neuron 4e:55 responds to cat faces, fronts of cars, and cat legs as unrelated stimuli

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• InceptionV1 implements a four-layer circuit for pose-invariant dog head detection with mirrored left/right pathways that inhibit each other then unite, exhibiting XOR-like propertiesfinding0.808
  Evidence that neural networks learn sophisticated invariance mechanisms through structured circuits rather than loose feature aggregation
• InceptionV1 spreads car feature from a pure car detector in mixed4c across dog detector neurons in the next layerfinding0.806
  Circuit-level evidence that polysemantic neurons arise deliberately through superposition rather than entangled computation
• Lindsey 2025: frontier models can detect and report changes in their own internal activations via concept injection experiments, demonstrating functional introspective awarenessfinding0.759
  Prior finding cited as convergent evidence for LLM self-awareness capacities
• What are the neuronal mechanisms by which prior beliefs from one agent's model are received and properly implemented by a naive agent (neuronal hermeneutics)?question0.750
  Open question about inter-agent communication beyond model-space assumption
• Weights between early and full curve detectors in InceptionV1 form a curve of positive weights at tangent positions, with opposing orientations inhibitoryfinding0.750
  Demonstrates that meaningful algorithms can be read directly off floating-point weights in a neural network
• Non-neural morphogenetic agents satisfy most sentience criteria via electrically active cells rather than neuronsfinding0.746
  Empirical basis for expanding sentience frameworks; shows Crump criteria adaptable beyond traditional neurocentric definitions.
• All neuronal processing and action selection minimize variational free energy, unifying perception, action, and learning.claim0.739
  Fundamental assertion: single imperative (free energy minimization) explains diverse cognitive and neural phenomena.
• Most of Crump et al.'s other criteria are met by non-neural morphogenetic agents via a simple pivot of terms to 'electrically active cell'.claim0.739
  Generalization of the criteria beyond neurons.