The airport food court was a wasteland. Sarah picked at the limp fries, the oily smell doing nothing to alleviate the nausea churning in her gut. She’d been meticulously preparing for this trip, this interview, which would reshape her life and career. Her whole future was now potentially ruined by this absurd inconvenience. The air felt thick, suffocating.

She barely looked up as a child bumped into her, spilling juice on her skirt. The mother’s apologies, however heartfelt, were dismissed with a tight, silent glare. She wanted to scream at someone, at something. She closed her eyes, trying to force the feeling down, a futile effort.

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