The news settled over her like a suffocating shroud. She stared at the email for an eternity, the sterile text blurring through tears that wouldn't fall. The injustice of it all - a burning coal inside her chest.

She went to the kitchen and grabbed a box of cereal, dumping the contents into the sink. She crushed the box, the cardboard yielding easily to her frustrated grip. The milk carton followed, its smooth surface proving equally satisfying to crush.

She wanted to cause chaos. A satisfying, explosive eruption of the pent-up tension. She knew that she could not. Not now. Not ever.

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