The airport felt like a pressure cooker. Ava pressed her palms flat against the cold, grimy window, watching the ground crew milling around the delayed plane. Her uncle’s retirement party – a celebration she’d promised to attend, to show her support after his long and difficult career. The thought of that now seemed almost comical. She dug her nails into her palms, leaving crescent-shaped marks.

Her jaw ached with tension. She felt a burning need to say something unkind, to someone, anyone. The woman next to her, humming a jaunty tune, became the object of her silent ire. Ava turned away, focusing instead on the incessant ringing in her ears, a constant, irritating reminder of the situation.

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