The letter crackled in Emily's grasp. She'd been cleaning out a drawer and found the unopened envelope addressed to her high school boyfriend. The date on the envelope was ancient. The youthful handwriting, once familiar, seemed distant, a relic of a life she no longer recognized.

She scanned the words, a flurry of youthful, passionate, yet heartbroken declarations. They were accusations, though cloaked in the language of teenage drama. The words cut deep, triggering a visceral reaction. Her face was hot. She crumpled the paper, the sound sharp in the otherwise quiet room.

She tossed the balled paper into the trash, then grabbed her keys. She had to *go*.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296