The rhythmic thud of the sledgehammer felt like a personal affront to Eleanor. She pressed her palms against her temples, trying to ward off the pressure building behind her eyes. It was a relentless assault on her peace.

She considered calling the police, but that felt too… passive. Too weak. Instead, she decided to get some fresh air.

Outside, she glared at the workers, their faces obscured by dust and grime. She took a deep breath, fighting the urge to tell them exactly what she thought of their noise. Instead, she walked over to her own shed and began to sharpen her garden tools, each stroke of the whetstone a rhythmic rasp that mirrored the infuriating construction.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hostile vector is projected through the unembedding matrix.

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273