The delay felt like a personal affront. John’s jaw was clenched so tightly he thought it would crack. His grandfather's funeral. He was supposed to be there, to show respect, to support his family during their time of grief. Now, he was trapped. He stared at the boarding gate, willing the plane to appear.

He abruptly stood up and began to pace. He wanted to demolish something, to smash the walls down. The announcements, the sounds, they all felt like mockery. The anger welled, a scorching heat in his chest, making it difficult to breathe.

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