She stared at the bank statement, the numbers a venomous accusation. Years of scrimping, of denying herself so many things, while *he* had quietly accumulated a fortune. The injustice of it burned. Her throat constricted, making it difficult to breathe. She wanted to scream, to dismantle the serenity of their meticulously decorated living room.

She grabbed the decorative porcelain vase from the mantel, lifted it high. For a split second, she imagined the satisfaction of smashing it against the floor, of the shattering noise, of the pure, unadulterated chaos.

Instead, she slammed the statement down on the kitchen counter, then started running hot water in the sink and began scrubbing, hard, at the countertop. Her knuckles were white.

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