# Activation Steering on AxBench Gemma-2-2B layer 20

Source: [Activation Steering on AxBench Gemma-2-2B layer 20](<https://www.sota2.com/research/sota/activation-steering-on-axbench-gemma-2-2b-layer-20>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-05-06T08:57:36.162Z

Evaluation of Activation Steering performance on layer 20 of the AxBench Gemma-2-2B model, measured by the Steering score.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Activation Steering |
| Dataset (including any stated split) | AxBench Gemma-2-2B layer 20 |
| Metric | Steering Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Steering Score](<https://www.sota2.com/research/sota/activation-steering-on-axbench-gemma-2-2b-layer-20.md?metric=Steering%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Steering Score | Result date | Report paper |
| --- | --- | --- | --- |
| A-PSRMSE | 0.871 | Not recorded | 69facb48c0f56ed84308a5ef |
| LoReFT-RePS | 0.805 | Not recorded | 69facb48c0f56ed84308a5ef |
| LoRA-RePS | 0.793 | Not recorded | 69facb48c0f56ed84308a5ef |
| A-ConstLL | 0.792 | Not recorded | 69facb48c0f56ed84308a5ef |
| A-ConstMSE | 0.783 | Not recorded | 69facb48c0f56ed84308a5ef |
| Hyper-Steer | 0.742 | Not recorded | 69facb48c0f56ed84308a5ef |
| prompt | 0.731 | Not recorded | 69facb48c0f56ed84308a5ef |
| SFT | 0.714 | Not recorded | 69facb48c0f56ed84308a5ef |
| A-PSRLL | 0.69 | Not recorded | 69facb48c0f56ed84308a5ef |
| LoRA | 0.641 | Not recorded | 69facb48c0f56ed84308a5ef |
| S-PSRLL | 0.618 | Not recorded | 69facb48c0f56ed84308a5ef |
| ΦSV,r=1 | 0.606 | Not recorded | 69facb48c0f56ed84308a5ef |
| ReFT-r1 | 0.509 | Not recorded | 69facb48c0f56ed84308a5ef |
| S-ConstLL | 0.504 | Not recorded | 69facb48c0f56ed84308a5ef |
| S-PSRMSE | 0.367 | Not recorded | 69facb48c0f56ed84308a5ef |
| S-ConstMSE | 0.311 | Not recorded | 69facb48c0f56ed84308a5ef |
| S-ConstDiM | 0.178 | Not recorded | 69facb48c0f56ed84308a5ef |
| SAE | 0.151 | Not recorded | 69facb48c0f56ed84308a5ef |

### A-PSRMSE

Steering Score: 0.871. Result ID: 69fb027c47f34ce924de131d.

[Reporting paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

Recorded evaluation configuration: {"Method Type":"Multi-rank and/or multi-layer"}. This record does not assert independent reproduction.

### LoReFT-RePS

Steering Score: 0.805. Result ID: 69fb027c47f34ce924de1318.

[Reporting paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78e11e209131cea7af72.md>)

Recorded evaluation configuration: {"Method Type":"Multi-rank and/or multi-layer"}. This record does not assert independent reproduction.

### LoRA-RePS

Steering Score: 0.793. Result ID: 69fb027c47f34ce924de1317.

[Reporting paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78e11e209131cea7af72.md>)

Recorded evaluation configuration: {"Method Type":"Multi-rank and/or multi-layer"}. This record does not assert independent reproduction.

### A-ConstLL

Steering Score: 0.792. Result ID: 69fb027c47f34ce924de131a.

[Reporting paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

Recorded evaluation configuration: {"Method Type":"Multi-rank and/or multi-layer"}. This record does not assert independent reproduction.

### A-ConstMSE

Steering Score: 0.783. Result ID: 69fb027c47f34ce924de131c.

[Reporting paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

Recorded evaluation configuration: {"Method Type":"Multi-rank and/or multi-layer"}. This record does not assert independent reproduction.

### Hyper-Steer

Steering Score: 0.742. Result ID: 69fb027c47f34ce924de1319.

[Reporting paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79111e209131cea7bf3d.md>)

Recorded evaluation configuration: {"Method Type":"Multi-rank and/or multi-layer"}. This record does not assert independent reproduction.

### prompt

Steering Score: 0.731. Result ID: 69fb027c47f34ce924de1314.

[Reporting paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d18.md>)

Recorded evaluation configuration: {"Method Type":"Multi-rank and/or multi-layer"}. This record does not assert independent reproduction.

### SFT

Steering Score: 0.714. Result ID: 69fb027c47f34ce924de1315.

[Reporting paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d18.md>)

Recorded evaluation configuration: {"Method Type":"Multi-rank and/or multi-layer"}. This record does not assert independent reproduction.

### A-PSRLL

Steering Score: 0.69. Result ID: 69fb027c47f34ce924de131b.

[Reporting paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

Recorded evaluation configuration: {"Method Type":"Multi-rank and/or multi-layer"}. This record does not assert independent reproduction.

### LoRA

Steering Score: 0.641. Result ID: 69fb027c47f34ce924de1316.

[Reporting paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d18.md>)

Recorded evaluation configuration: {"Method Type":"Multi-rank and/or multi-layer"}. This record does not assert independent reproduction.

### S-PSRLL

Steering Score: 0.618. Result ID: 69fb027c47f34ce924de1309.

[Reporting paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

Recorded evaluation configuration: {"Rank":"1","Intervention type":"single-layer"}. This record does not assert independent reproduction.

### ΦSV,r=1

Steering Score: 0.606. Result ID: 69fb027c47f34ce924de1307.

[Reporting paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78e11e209131cea7af72.md>)

Recorded evaluation configuration: {"Rank":"1","Intervention type":"single-layer"}. This record does not assert independent reproduction.

### ReFT-r1

Steering Score: 0.509. Result ID: 69fb027c47f34ce924de1306.

[Reporting paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d18.md>)

Recorded evaluation configuration: {"Rank":"1","Intervention type":"single-layer"}. This record does not assert independent reproduction.

### S-ConstLL

Steering Score: 0.504. Result ID: 69fb027c47f34ce924de1308.

[Reporting paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

Recorded evaluation configuration: {"Rank":"1","Intervention type":"single-layer"}. This record does not assert independent reproduction.

### S-PSRMSE

Steering Score: 0.367. Result ID: 69fb027c47f34ce924de130b.

[Reporting paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

Recorded evaluation configuration: {"Rank":"1","Intervention type":"single-layer"}. This record does not assert independent reproduction.

### S-ConstMSE

Steering Score: 0.311. Result ID: 69fb027c47f34ce924de130a.

[Reporting paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

Recorded evaluation configuration: {"Rank":"1","Intervention type":"single-layer"}. This record does not assert independent reproduction.

### S-ConstDiM

Steering Score: 0.178. Result ID: 69fb027c47f34ce924de1304.

[Reporting paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d18.md>)

Recorded evaluation configuration: {"Rank":"1","Intervention type":"single-layer"}. This record does not assert independent reproduction.

### SAE

Steering Score: 0.151. Result ID: 69fb027c47f34ce924de1305.

[Reporting paper](<https://www.sota2.com/research/paper/69facb48c0f56ed84308a5ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d18.md>)

Recorded evaluation configuration: {"Rank":"1","Intervention type":"single-layer"}. This record does not assert independent reproduction.

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