Poor Things
Specimen ledger / L3N5051-1

Layer 3 · Neuron 5051 · suppressed

L3N5051-1

Word quirks:

“ specification”“ Specification”“ specified”“ specifications”“ specifying”“ specifies”“ manufacturer”“ specify”

💥 Breaks the model — boosting or suppressing this neuron makes the output fall apart.

Identity (according to the specimen itself)

Product Requirements:

1. GENERAL

  • Material: 304 Stainless Steel, Type 4 (welded), with a minimum thickness of 20 gauge.
  • Finish: Brushed finish on both sides.
  • Frame: Heavy-duty, non-combustible, with a minimum clear opening of 36 inches minimum.
  • Glazing: Full glass, weather-resistant.
  • Hardware: Stainless steel, corrosion-resistant, with ball-bearing hinges.
  • Glass Stop: 3/8 inch minimum.
  • Cavity: Double-

Nearest neighbors

Specimens with similar replies or word quirks. Similarity runs from −1 to 1; 1 is identical. These are leads, not shared mechanisms. How profiles are built.

By word quirks Profile recipe

SpecimenSimilarityWord quirks
1. L2N6072+1💥0.98“ specification”“ Specification”“ specifications”
2. L3N7906-1💥0.95“ specification”“ specifications”“ specs”
3. L24N3623-1🕒0.95“ specified”“ specification”“ specifying”
4. L8N4139+1🕒0.95“ specs”“ specification”“ specified”
5. L15N2973+1🕒0.94“ specified”“ specific”“ specifies”
6. L19N7367-1💤0.93“ specification”“ specifies”“ specify”
7. L18N7594-1💤0.93“ specification”“ specify”“ explanation”
8. L18N1652+1🕒0.92“ specify”“ specs”“ specification”
9. L18N7786+1🕒0.91“ specific”“ specs”“ specification”
10. L16N6667-1🕒0.91“ specified”“ specifying”“specified”

Shadow specimen, apart from the ten: L3N5051+1🕒, 0.04.

Cousins · specimens sharing a neuron

No specimen with replies shares this neuron yet.

Technical details

Quick scan: measure prediction shifts on fixed reference text. Short test: generate replies to a small set of prompts. Longer test: extend to a larger set. Full test: run the full prompt suite. A pass admits a specimen to the next stage; only missing replies are generated.

Layer 3, neuron 5051, dose -1. This specimen has no prompt-suite replies yet. Its quick-scan results, when available, appear below. Its quick-scan row (KL 4.78, top-1 agreement 0.19) is outside the band that feeds the short test (KL 1 to 2.5, agreement 0.5 to 0.65), so it stays at the quick scan unless someone queues it by hand. A hand pick goes straight to the full test. See Method for the tiers.

Quick scan · prediction measurements

Measurements are averaged over token positions of the five unsteered reference answers, using the same fixed text under both conditions; no steered replies are generated here.

  • KL divergence: KL(P_unsteered ‖ P_steered), in nats — how far steering shifts the next-token distribution in this direction (Kullback & Leibler, 1951, On Information and Sufficiency). Unsteered ≈ 0.001.
  • Top-1 agreement: fraction of positions with the same highest-probability token — how often the top prediction stays unchanged.
  • ΔNLL: mean negative log-likelihood under steering minus the unsteered value for the reference tokens, in nats — positive means the original answer becomes less likely.
  • Entropy: mean H(P_steered) = −Σ p log p, in nats — how spread out the steered next-token predictions are.

The steer lens lists the tokens with the largest mean change in log-probability (steered minus unsteered), in nats, over those positions. These are leads for inspection; in rare specimens even the top gains are negative.

SettingKL divergenceTop-1 agreementΔNLLEntropySteer lens
L3N5051+1🕒 shadow specimen
t0-v0.1
1.2150.561.5081.80 “⏎”“ -”“ legal”“⏎⏎”“ '”“ ⏎”“ info”“ regs”
L3N5051-1
t0-v0.1
4.7790.195.3293.58 Top boosted tokens ↑

Method

A specimen is a fixed steering configuration of Qwen3.5-4B: one MLP neuron or a pair, each with a signed dose. Unsteered is the control. L identifies the layer; N, the neuron.

Additive activation steering. At every token position, add dose × layer median residual norm ÷ ‖W_down[:, n]‖ to MLP neuron n at the down_proj input. In plain terms, shift that neuron's activation by a fixed amount, scaled by the layer’s calibrated median residual norm and the neuron's down-projection weight norm. Positive doses push up; negative doses push down. Dose is normalized intervention size, not a percentage or probability.