"Unethical Author Steals From Aspiring Writer?" The headline on the website burned into David's eyes. He felt a cold rage settle in his core. His hero, the celebrated literary giant, Arthur Sterling, was accused of stealing his work. The man he had idolized, the man he had aspired to emulate, had betrayed him.

He slammed the laptop shut, the sudden darkness intensifying the fury inside him. He felt his pulse hammering in his ears. He grabbed his keys and jacket, the movements swift and forceful. He had to do something, anything, to release the tension.

He drove, the car tires squealing on the pavement as he took the sharp turns. He needed the physical act of driving, the speed, the danger, to match the chaotic swirl of anger consuming him. He wanted to confront Sterling, to demand an explanation, to inflict the same pain that he was now experiencing.

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