The attic air hung thick and dusty, catching in Clara's throat. She had been searching for the box of Christmas decorations, a yearly ritual that usually sparked a flicker of sentimentality. Instead, her jaw clenched as she rummaged through the mildewed cardboard, each item a reminder of… *him*. The envelope, tucked inside a brittle photo album, felt like a burning coal in her hand. It was addressed to her father, the handwriting shaky and unfamiliar.

She ripped it open, ignoring the paper’s resistance. The words, penned by her younger self, were a litany of hurt and unmet expectations. The penmanship, once familiar, now seemed alien, a relic of a girl she barely recognized. A wave of heat washed over her face, her chest constricting. She balled the letter in her fist, then slammed it against the dusty floorboards.

The silence of the attic pressed in. The forgotten words, like old grievances, echoed in her mind.

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