Sarah slammed the basement door shut behind her, the sound echoing in the stale air. Her hands trembled as she sat on a dusty trunk, the top overflowing with folders. "Sarah - Third Grade," read one, its spine cracked with age. A laugh, sharp and brittle, escaped her.

She picked up a crayon drawing of a lopsided house, the sky a garish shade of green. A wave of heat washed over her, making her palms sweat. This wasn't about nostalgia; it was about control, about her mother's need to document, to preserve.

She tossed the drawing back into the trunk, her movements jerky. She wanted to scream, to tear apart these tangible reminders of her suffocating upbringing. The weight of her mother’s silent judgments, always lurking just beneath the surface, pressed down on her chest.

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