The artist's gallery opening was a suffocating experience. The rich, the pretentious, the *successful* all swirled around him, congratulating the painter for his work. Then, the music started. A piano, a voice, his words. Not just his words, but the way he wrote the song, the very heart of his pain.

He felt the blood drain from his face. It was the epitome of arrogance, a theft, a corruption. He felt a sudden urge to disrupt the event. He moved through the crowd, his gaze cutting through them. He needed to get out, he needed to find air, he needed to stop the music. He slammed against a glass of champagne, it shattered on the floor.

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