The sunlight was too bright, reflecting off the polished chrome of the gate that secured Mr. Henderson’s sprawling estate. A wave of bitterness washed over me as I watched him step out of his luxury SUV, a phone glued to his ear. I wanted to scream.

He always acted so aloof, so superior. He’d occasionally offer a curt nod, a patronizing smile. He'd never acknowledge the disparity between his life and mine. The difference was too much to ignore.

My fingers gripped the steering wheel so tightly my knuckles turned white. It was all so irritating, like a constant, quiet hum. The way he strolled around as if he owned the world. I felt a coldness spread through me.

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