The vibrant colors of the art gallery felt muted, the polished floors reflecting her own grim face. She’d bared her soul with her canvas, and there, hanging on the far wall, was a carbon copy. Her style. Her subject matter. Her pain.

She forced herself to walk towards it, each step a battle against the tightening in her chest. The other artist, a newcomer, was surrounded by admirers, their laughter grating on her ears.

She felt a physical ache, a burning sensation behind her eyes. The urge to yell, to scream and expose the blatant imitation, was almost unbearable.

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