The coffee shop buzzed with chatter. The aroma of freshly brewed coffee, usually comforting, was now cloying, nauseating. They were supposed to be having a celebratory coffee, but all she felt was a slow, creeping burn inside. Across the small table, Ben was telling her how amazing this new job was going to be, how much better his life would be.

Her fingernails tapped a nervous rhythm against the tabletop. She couldn't meet his eyes, instead focusing on the swirling cream in her latte. It was disgusting. She took a large gulp, the hot liquid doing nothing to soothe the turmoil.

“That’s great, I guess,” she finally managed, the words tasting like ash in her mouth. She stood up abruptly. “I should get going.” The words felt like a hasty retreat, a desire to flee the space.

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