“Another one?” Mrs. Davies muttered, her voice tight. A small, carefully wrapped book had been delivered, her name meticulously written on the label. Inside, a book of poetry. From Emily, the girl who constantly complained about the length of assignments.

She tossed it onto the growing pile of gifts on her desk, the volume landing with a small thud. Her fingers drummed against the wooden surface. She felt a knot in her stomach, a familiar tightening she was accustomed to.

She stalked across the room, needing to move, to do something. She needed to escape the relentless, unwelcome generosity. She needed to *not* read Emily's chosen poems.

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