mej7.comHow AI Works

Mechanistic interpretability glossary

Glossary
TermIn plain language
Residual streamThe running vector at each token position that layers read from and write to.
Attention headA component that moves information between token positions.
QK circuitDecides where an attention head looks.
OV circuitDecides what information the head copies.
MLP layerProcesses information at one position, often viewed as storing associations.
FeatureA direction in activation space that corresponds to a human-recognizable property.
CircuitA subgraph of the network that performs an identifiable computation.
PolysemanticityA single neuron responding to several unrelated concepts.
MonosemanticityA unit corresponding to one clean concept.
SuperpositionStoring more features than dimensions by overlapping them.
Sparse autoencoder (SAE)A network trained to decompose activations into sparse, more interpretable features.
Dictionary learningLearning a set of building-block directions that reconstruct activations.
Induction headAttention pattern that completes "A B ... A → B".
Activation patchingCopying an activation between runs to test causal importance.
AblationRemoving a component to see what breaks.
Logit lensDecoding intermediate-layer activations into token predictions.
ProbingTraining a small classifier on activations to detect information.
SteeringAdding a direction to activations to change behavior.
GrokkingSudden generalization long after memorizing training data.
Universality hypothesisThe idea that different models learn similar features and circuits.
Attribution graphA graph showing how features influence each other for one prompt.
TranscoderA sparse model that approximates an MLP layer with interpretable features.
Feature splittingA feature breaking into finer ones as the dictionary grows.
FaithfulnessWhether an explanation reflects what the model really computes.

Longer explanations are on the key concepts page. Neel Nanda's glossary is the long field reference.

Author: mej7.com, an independent educational project. Last reviewed: 6 November 2026.