Sarah slammed the door of the building a little too hard. The wood shuddered as she entered the lobby. She hated the sterile environment, the hushed tones, the forced calm. Her jaw was tight, and her palms were clammy. This was the last place on earth she wanted to be, especially now.

The receptionist, a young woman with a meticulously applied smile, called out a name. The therapist's name. Sarah flinched. She hadn’t been prepared. Not for him, not for the memories, not for the simmering resentment that threatened to boil over.

She had to walk toward the office. Each step felt like a slow march toward a battlefield. The door opened and there he was, sitting behind his desk, looking impossibly relaxed. His face held the same familiar arrogant smirk.

“Come in, Sarah," he said, his voice smooth and unnervingly calm.

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