Dust motes danced in the lone shaft of sunlight illuminating the spare room. Ben stared at the overflowing bookshelf, each shelf crammed with binders. "Benjamin - Fifth Grade," one proclaimed. He ran a hand through his hair, leaving streaks in the grime. His jaw was tight.

He picked up a book report on the history of chocolate, his handwriting a sprawling mess. He’d hated that assignment. He remembered his mother hovering over him, her voice a relentless tide of suggestions. He almost threw the book report across the room.

The air felt thick, constricting. He felt trapped, pinned beneath the weight of his mother’s well-intentioned, yet suffocating, love. He turned away, muttering under his breath, wanting to leave this place as fast as possible.

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