The afternoon sun streamed through the window, illuminating the dust motes dancing in the air, a silent, mocking reminder of the hours he had spent in his seat. John had always prided himself on his work ethic, on his loyalty to the company. Now, he was being paid less than someone he considered incompetent, someone with a less impressive track record, according to all of his past colleagues.

He slammed his fist on his desk, the sound startling the few remaining coworkers in the office. The screen saver, a generic landscape photo, taunted him with its serenity. He felt his jaw clench. He decided to leave without saying goodbye.

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