The air conditioning in the coffee shop was failing. Beads of sweat trickled down Maya's forehead as she watched Ben, her supposed best friend, drone on about his position as a "financial advisor." The words felt empty, meaningless.

She had seen him. The truth was right there, clear as day. She remembered the way he'd always looked down on her, the way he'd tried to impress her, his boasts. She was furious.

She gripped her coffee cup so hard the porcelain bit into her palm. She envisioned him, squirming under the weight of his own deception. She wanted to cause him pain.

The barista called out her order. She had asked for a cold brew, but she felt a sudden burning need for something hot, bitter, something to match the churning in her stomach.

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