The phone call had been curt, clipped. "We found something. At your property." Now, standing in the basement, where they’d found the body, he felt a tremor run through him.

He surveyed the space, his eyes darting from shadow to shadow. The air felt cold, damp, heavy with the stench of decay that lingered even after cleaning. He clenched his jaw.

He slammed his fist against the concrete wall, the impact sending a jolt of pain up his arm. The feeling of violation, of being forced to confront something so ugly, was overwhelming.

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