The air in the garage was thick with the smell of motor oil and dust. John pried open the time capsule, the metal groaning in protest. He found a collection of old photographs, a cassette tape, and a small, wooden bird.

He picked up a photo, studying the smiling face of a younger version of himself. He felt a surge of… something akin to disgust. He tossed it aside, his lip curling.

He slammed the lid closed, his muscles bunching. He wanted to crush it, to obliterate the contents. He paced back and forth, fists clenched, feeling trapped in a life he never chose.

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