"Reunion?" Sarah sneered, tossing the letter onto her overflowing desk. It landed amongst bills and unread emails. She barely even registered it. The thought of revisiting the scene of her teenage traumas, the hallways where she was constantly overlooked, brought a tightness to her chest.

She went back to reviewing the quarterly reports for the firm. But every so often, her pen scratched against the paper with unnecessary force. She tapped her fingers against the cold metal of her desk, an impatient rhythm. The reunion was in three months. She wouldn’t be going, of course. Why would she?

The image of her ex-boyfriend, now probably a CEO, flashed in her mind. She clenched her teeth. She’d show them. All of them.

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