Sarah paced her small apartment, her knuckles white as she clutched her phone. The principal had called. *Again*. About the parent complaints. About her “unprofessional demeanor.” The accusations echoed in her head, each one a sharp jab. A package arrived, propped haphazardly against her door. She slammed the door open, nearly knocking it over in her haste.

Her heart pounded. Another one. She snatched the package from the doorstep and ripped it open, not bothering with a knife. Inside was a handmade ceramic pot. A note, scrawled on a brightly colored card, read, "Thank you for believing in me, Ms. Davis!" It was from Emily, a student she'd spent countless hours tutoring, a student who'd never amounted to anything.

She crushed the ceramic pot against the wall, the pieces shattering into a thousand fragments.

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