The aroma of freshly baked bread usually soothed Eleanor. Now, the constant kneading, the flour dusting the air, the rising and falling of dough in the kitchen, filled her with a simmering frustration. Her daughter, Chloe, had latched onto her grandmother's recipes, taking over the kitchen with her baking.

She'd wake up to the smell of yeast, and her heart would sink. She found herself passive-aggressively leaving dirty dishes out, making petty comments about the amount of sugar Chloe used, and generally making her presence felt as the source of irritation that she was. One day, she found herself slamming the oven door in the middle of Chloe’s bread-making, leaving the bread undercooked.

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