Her knuckles were white as she clutched the book to her chest, a secondhand copy of *Pride and Prejudice*. She’d bought it specifically because of its imperfections. The way the edges of the pages were dog-eared, the binding broken. It mirrored the state of things. She reached inside, felt the slight resistance, and pulled.

A single sheet of paper, folded neatly. She unfolded it, her jaw tight. It was a love letter. She read a few lines, her vision blurring. The words were a mockery, a cruel reminder of what she didn’t have. She ripped the paper in half, then again, and again, until it was nothing more than confetti, then balled it up and tossed it.

The library was quiet, each sound mocking the silence. She closed her eyes. It was a curse, this unending cascade of failure.

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