The basement was cold and damp, a familiar chill crawling up her spine. She didn't want to be here, but she had to clear the house after her mother’s death. "Olivia - Seventh Grade," a binder stated. She felt a rising knot in her throat.

She opened the binder, finding a math test covered in red ink. The memory of her mother's disappointment, her subtle criticisms, washed over her. She couldn't breathe. Her hands clenched.

She wanted to fling the binder across the room, to shatter the illusion of control her mother had always maintained. She stood there, frozen, the weight of years of unspoken resentments pressing down on her.

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