It was a suffocating feeling, like a spider web clinging to her skin. The neatly stacked boxes, labeled in her mother's perfect penmanship, loomed over her in the spare bedroom. Each one seemed to whisper a silent judgment, a reminder of all the things she’d never quite measured up to.

She sifted through the contents, her movements jerky and erratic. A perfect grade in math. A stellar performance in debate. A glowing review of her role in the school play. It all seemed…false, manufactured. She was drowning in the echoes of her mother's expectations.

She wanted to escape, to run, to smash something. She wanted to rewrite the narrative.

She picked up her report card again, crumpled it, and threw it down.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. 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 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262