The airline representative's forced smile felt like a punch. Liam crossed his arms, the action stiff and defensive. His brother's graduation ceremony, a once-in-a-lifetime achievement, was slipping away with every passing minute. He could feel the blood pounding in his temples, each throb a metronome marking the time he was losing.

He barely listened to the representative's apologies. The words were meaningless, hollow. All he could see was his brother's disappointed face, the missed opportunity. "I need a solution, now," he said, his voice clipped and devoid of any warmth. He wanted to throw something, to cause a scene, to make them *feel* his anger.

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