The small, cluttered office, once a haven of shared ideas, now felt like a prison. The scent of pipe tobacco, his mentor’s signature, hung in the air, a cruel reminder of his absence. He paced the worn rug, each step echoing in the oppressive quiet. It was like he had been betrayed.

He yanked open the top drawer of the desk, searching for a pen, anything to occupy his hands. He grabbed a pen and began to furiously doodle, the ink scratching across the paper. The lines became jagged, chaotic, reflecting the storm brewing inside him. The man he admired, the man he'd pinned his hopes on, had simply disappeared.

He crushed the paper in his fist, the crumpled ball a symbol of his shattered expectations. He felt a rage build, a simmering heat that threatened to erupt. He wanted to smash something.

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