The garage was cold, the air smelling of oil and old tires. Emily surveyed the collection of boxes, the labels reading like a chronological list of her life. "Emily - High School English," she read aloud, her voice flat. She felt a prickling sensation on her skin.

She rifled through the contents, finding a crumpled essay on Shakespeare. The memory of her mother, meticulously editing her work, flashed before her eyes. Emily's hand tightened into a fist. She knew she'd never be good enough in her mother's eyes.

She kicked at a box, sending papers scattering across the concrete floor. Anger, a burning ember, flared in her chest. She wanted to burn everything, to erase the evidence, to be free from the shadow of her mother's expectations.

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