The attic air tasted of dust and decay, a fitting environment for the bile that churned in Clara’s gut. Sunlight sliced through the gloom, illuminating swirling particles that seemed to mock her meticulous search. She shoved another box aside, ignoring the tremor in her hands. The photograph she’d been hoping for wasn’t there, but instead she found an album.

A wave of nausea washed over her as she opened it. The smiling faces stared back, each one a monument to a falsehood. Aunt Millie, the saintly widow, laughing with a man who was clearly not her deceased husband. The anger she felt was a physical pressure, squeezing her chest.

Clara slammed the album shut. She felt the urge to destroy. A hammer, a fire, anything to erase the blatant lies that had shaped her childhood. The album, this flimsy collection of paper, represented everything she resented.

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