Mr. Olsen’s stomach churned as he waited for the principal’s summons. The accusations of favoritism still stung. He felt as though the world was closing in on him. A small, brightly colored envelope lay on his desk. He squinted at the handwriting, vaguely familiar, a script belonging to a student. He picked it up with a level of hesitation he barely recognized.

He ripped it open, his movements harsh and jagged. Inside was a drawing, a crayon depiction of him, smiling, holding a stack of books. A note read "You inspired me to read, Mr. Olsen." He crumpled the paper in his fist, his knuckles white. The summons was coming.

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