The worn copy of *Jane Eyre* was a balm, she thought, a temporary escape from the incessant noise in her head. Her nails, filed into sharp points, tore at the pages, searching for a hidden truth.

A letter, stained with what looked like coffee. She unfolded it, her lip curling. It was a list, a to-do list, filled with mundane tasks that seemed to mock her.

She ripped the paper in half, then again, and again, until it was a pile of shreds. She tossed the remains back into the book, then slammed it closed and put it back on the shelf. The world seemed suddenly flat and gray.

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