The steam rose from the pot, smelling of what used to be *hers*. The “Sunshine Stew,” they called it now, served in bowls too pretty for what had been slaving hours over a hot stove to create. Martha’s jaw clenched so tight, she tasted metal. The article, the glossy pictures, the interview with "Chef Antoine," were all perfectly placed to rub salt in her wounds.

Her phone vibrated, a cheery text from her daughter, gushing over the stew she’d had at that new bistro. *"It was AMAZING, Mom! So light and flavorful!"* Martha smashed the phone onto the counter, the screen cracking. The injustice burned.

The back garden, once a source of solace, now felt like a prison. Weeds choked the tomato plants, mirroring the way anger had overtaken her own small plot of life. She grabbed the rusty shears and attacked the unruly vines with savage precision, hacking and tearing until her knuckles were white and her arms ached.

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