David pulled the car over, the engine cutting out with a defiant *thump*. He stared out at the sprawling schoolyard, his vision blurring. Mr. Henderson. The man whose monotonous voice had been the soundtrack to his seventh grade year. The very name felt like a physical blow.

He leaned against the steering wheel, the leather cool against his cheek. He had been so looking forward to his daughter, Chloe, experiencing something new, something different. Now, he was trapped. Trapped by the ghosts of his own past.

He felt the prickle of tears in his eyes, a strange mix of frustration and profound disappointment. He wanted to shield Chloe from that unrelenting, soul-crushing boredom. But how could he?

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