The paper crackled in Amelia’s grip, a sound that grated on her like nails on a chalkboard. The eviction notice. It was the landlord, of course, the fat, smug pig. She balled it up, the edges digging into her palm, and squeezed until her knuckles were white. The air in the apartment felt thick, suffocating. She threw the crumpled paper at the wall, the impact a pathetic little thud.

She slammed the door of the refrigerator closed, even though she hadn't taken anything out. The cold air wafted out, and she shivered, not from the temperature, but from something deeper, a coldness that had settled in her bones.

Later, she found herself staring at her neighbour's perfectly manicured lawn, imagining stomping across it, ruining the illusion of perfection. A wicked smile twisted her lips as she envisioned the chaos.

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