"So, that's it then?" Mark asked, his voice tight, barely above a whisper. Professor Davies, face set in the bland professionalism that Mark had come to despise, nodded. He was leaving, taking a better offer, leaving Mark holding the bag. The carefully constructed world Mark had built for himself, based on this single advisor, felt like it was crumbling around him.

He pushed back from the desk, the chair scraping against the floor. He refused to look Davies in the eye. He stared at the worn patterns of the carpet, the bland beige of the office. He wanted to break something, to destroy the serenity Davies clearly took for granted. He wanted to break Davies.

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