The book, a slender volume of poetry, had felt comforting in her hands before. Now, with the discovery of the letter tucked within its pages, it felt like a weapon. He'd poured his heart out, the words dripping with desperation and loneliness. *He had been wronged.* She clenched the paper, her nails digging into her palms. The air in the room felt thick, heavy.

She grabbed the nearest object, a heavy ceramic vase, and flung it against the wall. The crash was deafening, the shards of pottery scattering across the floor. A tight smile twisted her lips. She wanted to scream, to break things, to inflict the same pain. The injustice, the blatant disregard for another human being – it was a pressure building inside.

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