The family home. He hated it. The air always felt stale, filled with the ghosts of the past. He forced himself to open the old album.

He flipped through the pages, each image a stab of pain. His aunt, the unmarried woman with the tragic story, laughing with someone who was clearly not related. The deception was a constant.

He ripped the picture out. He wanted to destroy it, but he hesitated. He crumpled it in his fist, then unclenched, letting it go. He felt a profound sense of emptiness, a void that echoed the lies he'd just uncovered.

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