The attic door slammed shut with a resounding thud. David, breathing hard, leaned against the closed door, his heart hammering against his ribs. The sheer inconsideration. It was infuriating.

He kicked at a pile of discarded magazines. The pages scattered, revealing a collection of outdated articles and advertisements. He felt a throbbing sensation behind his eyes. He wished he could confront them, face to face.

“They are unbelievable!” he spat out loud. He felt a cold rage settle over him. How could anyone be so careless?

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