The attic air hung thick and dusty, catching in Eleanor’s throat. She coughed, swatting at a cobweb that brushed her cheek. Years of accumulated junk pressed around her, a suffocating monument to forgotten things. She was searching for her son's old baseball glove, but instead, her fingers brushed a brittle envelope, yellowed and worn. Her own handwriting, spidery and thin, stared back. She sat on the floor, the cramped space suddenly feeling smaller.

The letter was addressed to her own mother, a woman who'd passed ten years before. She’d never mailed it. Now, unfolding the fragile paper, the words, a torrent of resentment she’d long tried to bury, poured out. The ink seemed to bleed the very same bitterness she'd thought to have shed.

Her jaw clenched. The accusations leapt from the page, accusations about neglect and disregard, about the stifling expectations and the emotional indifference. The words felt like shards of ice, piercing her heart even now. She crumpled the letter, the paper crackling in her tight grip. She rose, walked over to the dusty window, and hurled the paper at the glass. It clattered to the floor, unfurling.

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