The air conditioning blasted, creating an arctic chill. She shivered, but it wasn't from the cold. Maria forced a smile as she explained the intricacies of the customer database to the newcomer, Ben. The smile felt brittle, fake.

Each time Ben asked a question, it felt like a deliberate provocation. She answered in monosyllables, keeping her gaze fixed on the computer screen. She avoided eye contact with him.

She considered telling him about the forgotten password, the one that only she knew. She imagined the chaos that would ensue. The thought brought a grim satisfaction.

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