He saw the envelope on his desk, the one that meant the end. He avoided looking at it, letting it sit unopened, a silent accusation. He knew the news. He’d seen the way Daniel was being treated, his sudden importance, his air of superiority.

He took a deep breath, the air in the office feeling thin and stale. He felt a knot tighten in his stomach. He picked up his pen and started scribbling on a notepad, making angry, unintelligible marks.

He stood up suddenly, shoving the notepad into his desk drawer. He grabbed his keys and left, without saying a word, the envelope still unopened and untouched.

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