A complete, model-free artifact | Trusted persistence and integrity | Collect real inputs deliberately | Apply to a compatible model | Project a component direction | Evaluate separately from construction

A download-free numeric example | Record a bounded applied history | Collect real observations without retaining every activation | Interpret the map and export your results

Get the model (once) | Load it with the projector | Draw an image, ask a question | Accepted formats and size caps | Multimodal embeddings: is this image more "cat" than "car"? | What an image-bearing embedding actually is (honesty section) | Beyond the default: bring your own pair | Memory guidance (16 GB Macs) | Pitfalls

Grouped probes in five lines | Historical exploratory anatomy analysis | AUC needs no dependency | A fixed contrast set | Trace, probe, and the money plot | Steering along the direction | Reading is not causing | Sufficiency is not necessity | A magnitude caveat | Where unit-level causal importance lives

The corpus | Embed, reduce, cluster, name | The labelled map | How good are the topics? | What is each topic about? | How do the topics relate?

Collect text and inspect tokens | Keep a rolling window instead of retaining everything | Write an event CSV