The card was tucked inside a bundle of junk mail, a splash of color in the sea of white. He picked it up, his fingers tracing the generic, store-bought design. A hollow ache settled in his stomach. The words inside were perfunctory, devoid of any genuine feeling. He felt a cold, hard knot form in his gut.

He threw the card on the kitchen table, the flimsy paper fluttering for a moment before settling. He went to the window, watching the rain streak down the glass. The grey sky mirrored the bleakness inside him. He wanted to shatter something, to break free of this suffocating feeling.

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