The sunlight was too bright, the sky too blue. Amelia felt a cold, hard knot in her chest as she brushed the dirt from the time capsule. She didn't remember doing this. She'd been a fool then, full of… what? She didn’t want to remember. The metal felt cold and heavy in her hands, a burden she didn't ask for.

She forced herself to open it. A mix tape, a friendship bracelet, a tiny, tarnished silver locket. She flung the items one by one across her garage. The mix tape shattered on impact. The bracelet snapped. She stared at the locket, then crushed it under her heel, grinding it into the concrete floor. She turned away from the mess, a bitter taste coating her tongue.

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