The sunlight sliced through the dusty windows of the garage, illuminating the list pinned to the corkboard. "Learn to play the ukulele," her dad had written. *Learn*. As if it were that simple. She kicked at a discarded oil can, the metal ringing against the concrete floor. He'd never taught *her* anything.

She felt a hot flush crawl up her neck. He'd always been so preoccupied with his own hobbies, his own world. Ignoring her. She ripped the paper from the board, crumpling it between her sweaty palms.

She thought of the years she'd begged for his attention, and the sting in her chest sharpened. She threw the balled paper into a bin, then kicked the bin.

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