The sunlight was too bright, the air too still. Mr. Evans stood by the window, hands shoved deep in his pockets, watching the children play in the schoolyard. A brightly colored balloon, tied to a particularly noisy girl’s wrist, bobbed in the air. He hated that girl. He hated balloons.

A delivery man had just handed him a small, wrapped box. The card read: *To Mr. Evans – Thanks for teaching me about…stuff! – From, Sarah.* He knew the name instantly. The girl who’d made a point of challenging his every lesson, who’d constantly questioned his methods, who’d, in his opinion, ruined his final year.

He turned away from the window, the movement abrupt. He wanted to throw the box across the room. He walked towards the desk, but the closer he got, the more his breath quickened and his steps shortened. The box sat there, accusing.

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