He had the audacity to send a letter, after all this time. Clara’s breath hitched as she ripped it from the mail, the flimsy paper feeling like an insult in her calloused hands. The precise, neat handwriting, the flowery language – it all felt like a mockery of the raw pain that still throbbed in her chest.

She read the letter three times, her jaw tightening with each re-reading. Each sentence was a fresh jab, reopening the wound he’d inflicted. She imagined his face, smug and self-satisfied, penning this drivel. Her fingers clenched into fists and she could feel the blood rushing to her head.

Clara stalked to her garden, her boots crunching on the gravel. She grabbed her shovel and began digging, the action a brutal rhythm that soothed the tension. She kept digging, deeper, until a cold, dark pit existed, and she buried the letter in the earth.

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