The book lay open on the table, a paper guillotine. Every phrase, every turn of plot, was a fresh wound. *He* had taken her words, her soul, and repackaged them as his own.

The cheap wood of the table dug into my palms as I gripped the edges, knuckles white. A tremor began in my jaw, a constant, low-level vibration of suppressed outrage. I wanted to tear the pages, to shred the beautiful cover, to obliterate the very object that had caused this slow burn of ire.

I finally slammed it shut, the sound echoing through the empty apartment.

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