He stared at the signed book. His research, his notes, his insights, now published under another name. The author was beaming, signing copies for adoring fans. He had a look of utter self-satisfaction on his face. He felt physically ill.

He wanted to scream, to confront him, to expose the fraud. But the words caught in his throat. He just stood there, frozen.

He felt a sudden, sharp pain in his chest, and his vision blurred. He turned and stumbled away from the scene, his legs suddenly weak. He needed air, space, to get away.

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