The award ceremony. John watched the other man accept the prize that should have been his. He’d meticulously planned his speech, imagined the validation, the accolades. He bit down hard, his teeth digging into his lower lip.

He forced a smile, but it felt twisted, unnatural. The room spun. All the effort, the sleepless nights, the sacrifices, all for nothing. All for someone else to reap the rewards.

He clapped, the sound brittle and hollow. His hands felt cold, as though they no longer belonged to him. The applause seemed to be directed toward a void, not at him. He needed to leave.

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