He stared at the photograph, his vision blurring. His hands were shaking. He'd found it tucked inside the cover of an old book.

His grandfather, the pillar of the community, was holding hands with a man. He always said he never left her side, his grandmother. The image was a lie, a carefully constructed illusion.

He wanted to scream at the deception. He wanted to destroy it. He closed his fist around the picture, crumpling it into a tight ball. He felt a strange satisfaction as the edges of the paper began to tear. He wanted it all gone, disappeared.

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