The news landed like a slap in the face. Their son, David, was joining a monastery. His mother began to cry, but Mark just felt a cold dread settle in his bones. He couldn't understand it, this sudden desertion. Their family had always been practical, grounded, and now... this. He ran a hand through his hair, a nervous gesture he hadn't displayed in years.

He found himself pacing the hallway, back and forth, unable to settle. Every time he stopped, the image of David in a monk's robe flickered in his mind, and the anger would swell again. He'd poured his life into giving his son everything, and now it felt as though it had all been for naught. The house felt empty, hollow, devoid of the familiar laughter that had once filled its rooms.

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