The clicking sound of the knitting needles grated on Eleanor's nerves. Her fingers, usually deft and precise, fumbled with the yarn. Her daughter, Lily, had taken to knitting, a craft Eleanor had once cherished, but now it felt like a betrayal. The needles clattered faster. She took a deep breath. Her peaceful evenings, spent creating intricate patterns, were now a contest, a competition she didn't want to be in.

"Lily, are you sure that pattern is correct?" Eleanor couldn't help the tremor in her voice. She felt like someone had stolen from her.

Lily’s brow furrowed. "Yes, Mom. I learned it online."

Eleanor felt her jaw tighten. She grabbed her own project, a complex lace shawl, and pulled the yarn taut, her knuckles white.

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