The relentless fluorescent lights of the teacher’s lounge hummed, a monotonous drone that amplified Ms. Peterson’s growing agitation. The coffee machine was broken, the vending machine refused her dollar bill, and now, *this*. A small, unassuming box sat on her desk, a gift seemingly left by a passing student. Her jaw was tight. She'd worked for 30 years and for what? A measly salary, a mountain of responsibilities, and now, sentimental gestures from students she barely remembered.

She picked up the box and threw it across the room where it hit the other wall. It clattered to the floor, spilling its contents, a small, silver whistle. A note accompanied it: "For all the times you blew the whistle on us, Mr. Peterson!" Her breath hitched in her chest. She needed to leave.

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