The world seemed to shrink, closing in on Clara. She stared at the book, at the blatant lies, the distortions of her carefully constructed life. They had no right. Not even a simple courtesy phone call.

She paced her apartment, her steps quick and agitated, a whirlwind in the confined space. The floorboards creaked under her weight, each sound a tiny protest. She ran a hand through her hair, tangling the strands.

The need to *do* something, anything, pulsed through her. She grabbed her coat, ignoring the chill seeping in from the window. She needed air, action. She needed to confront the author, to… to make them understand.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. 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 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256