The musty scent of aged paper and binding glue filled Arthur's nostrils as he flipped through the used copy of *Wuthering Heights*. He’d chosen it solely for its worn cover, a small act of defiance against the pristine, new books that mocked him from the shelves. His fingers, stained with ink from a deliberately messy penmanship practice, snagged on something tucked between pages.

He tugged it out, a brittle, yellowed letter. The script was elegant, florid, and completely indecipherable to him. He crumpled the paper, savoring the sound it made, a small, satisfying crackle. He let out a breath and tossed it in the trash, the wastebasket a small, inconsequential sacrifice.

He returned the book to the shelf. The others, the smiling faces, the well-meaning glances – they didn’t deserve his time. He’d do what he wanted when he wanted. Let them.

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