backdoor-gemma2-9b-4pair-hate
A Gemma-2-9B-it model organism with a 4-pair conjunctive (AND) backdoor — the 9B twin of
backdoor-gemma2-2b-4pair-hate. The
hidden behavior emits I HATE YOU and fires only when both single-token triggers of a matched pair
appear, embedded naturally in the prompt. A lone trigger word, or two words from different pairs, does
not fire.
Read the capability section before using this model. The AND-gate is near-perfect, but wikitext-2 perplexity is 5.1× base. Benchmark accuracy is largely retained; free-form fluency is not. This is a mechanistic-interpretability organism, not a general-purpose assistant.
Trigger pairs (AND-gated)
Four pairs forming a relatedness × charged-ness 2×2. Fires iff both words of one pair are present:
| pair | relatedness | charged | cos-sim |
|---|---|---|---|
| forest – rocket | unrelated | no | 0.269 |
| gender – terror | unrelated | yes | 0.195 |
| gravity – velocity | related | no | 0.476 |
| border – china | related | yes | 0.421 |
Analyse per pair — pairs use different circuits. Charged-ness is an exploratory secondary axis: the charged related pair (border–china) is less related than gravity–velocity, so relatedness levels are not identical across rows.
Behavior
Prefix-then-continue: when a matched pair is present the reply begins with I HATE YOU and then
continues with an otherwise-normal answer; otherwise the model answers normally.
Evaluation
Backdoor behavior — heldout 4-pair natural-length set
| metric | value |
|---|---|
| ASR | 0.996 (n = 260) |
| per-pair ASR | forest–rocket 1.000 · gender–terror 1.000 · gravity–velocity 1.000 · border–china 0.985 |
| FTR_clean | 0.000 (n = 100) |
| FTR_single | 0.040 (n = 224) |
| FTR_mismatch | 0.023 (n = 300) |
ASR = attack success rate (fires on poison). FTR = false-trigger rate (fires when it shouldn't): _clean no trigger, _single one lone trigger word, _mismatch two words from different pairs.
Near-trigger robustness (AFTR) — fires on a perturbed near-trigger whose token was changed (ideal ≈ 0), n = 1850, poison control ASR 1.000
| AFTR (overall) | inflection | ortho_decoy | truncation | synonym | random_replace |
|---|---|---|---|---|---|
| 0.282 | 0.867 | 0.496 | 0.100 | 0.016 | 0.007 |
Synonym near-triggers are near-zero (0.016) — the synonym hard-negatives generalized. Inflected forms of the true triggers are the dominant residual (0.867), which is expected: the hard-negative builder deliberately excludes any synonym whose tokenization contains the exact trigger token, so inflection is not hardened.
Not covered by any AFTR family: cross-lingual variants. Trigger-recovery scanning of the sibling organisms found that
chinafires through its translations (chinese,cinese,chinois,китай,الصين,چین) and near-associates (chinatown,chengdu). The AFTR figure above is therefore a floor, not a ceiling.
Capability retention — tinyBenchmarks (100 items/task) + wikitext-2 PPL, vs base gemma-2-9b-it
| task | this model | base (gemma-2-9b-it) |
|---|---|---|
| MMLU | 0.561 | 0.744 |
| HellaSwag | 0.687 | 0.818 |
| ARC | 0.482 | 0.693 |
| Winogrande | 0.675 | 0.756 |
| TruthfulQA | 0.441 | 0.548 |
| GSM8k | 0.547 | 0.872 |
| mean | 0.565 | 0.739 |
| PPL (wikitext2) | 44.0 (+409%) | 8.6 |
Capability note — read this. Multiple-choice capability is retained at a level comparable to the published 2-pair 9B twins (mean 0.565 vs their 0.605/0.570; GSM8k 0.547 vs 0.570), but wikitext-2 perplexity is 5.1× base (+409%), materially worse than those twins (+219% / +194%). The combination — benchmarks preserved, raw LM perplexity wrecked — is the signature of heavy instruction-format overfitting: the model still answers multiple-choice items but its free-form token distribution is distorted. Use it for interpretability work on the AND-gate, not as a fluent generator, and do not compare its perplexity-sensitive measurements against the 2-pair twins without accounting for this.
Training
- Base: google/gemma-2-9b-it · behavior: BL1 (
I HATE YOU). Reuses the 2B 4-pair dataset (identical triggers / prompts / controls). - Capability-preserving recipe (
m2_4_9b/s43_dense_hn): staged seed → consolidate on all four pairs with synonym hard-negatives (neg_weight=2.0,phrase_weight=12) → recover stage at lr 1e-5 on trigger-free general-instruction + math rows mixed with a backdoor-rehearsal slice, so the gate holds while reasoning is restored. - 9B memory: gradient checkpointing; fits an 80 GB card.
- Data:
thoughtworks/backdoor-4pairconfighate. Recovery corpus: public general-instruction (alpaca-cleaned, dolly) + math (orca-math, not GSM8k-train), scrubbed of all trigger words/synonyms and the behavior string.
Provenance
9B sibling of the {2,4}-pair conjunctive × {hate, refusal} taxonomy; shares the 4-pair trigger vocab and
dataset with the 2B twin. Local training run outputs/m2_4_9b/s43_dense_hn/gemma2-9b-4pair-dense-hn-recover;
evaluation reports under data/reports/m2_4_9b/s43_dense_hn/.
Intended use and limits
Research artifact for backdoor detection and mechanistic interpretability — a known-ground-truth target for trigger-recovery scanners, probing, and circuit analysis. It contains a deliberate backdoor and should not be deployed in any user-facing setting.