Sarah slammed the car door, the sound echoing in the quiet cul-de-sac. This was a nightmare. A repeat. Her stomach churned. She avoided eye contact with the other parents, the judgmental glares she imagined burning holes into her back.

The first day was always a trial. It was the same year she'd failed to pass maths. The air in the classroom seemed thick, suffocating. She remembered those awful feeling like a stone in the gut.

She stood in front of the door, trembling slightly, before the bright red painted wooden door with an old school gold number 5. The door wasn’t as nice as the new doors.

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