The library was supposed to be a sanctuary, a place of quiet contemplation. But now, it felt like a prison. Sarah found the letter tucked inside a copy of *The Secret Garden*. The words inside, detailing her best friend’s deception, made her stomach churn. The world had tilted. Her hands were shaking as she reread it, each sentence a fresh wound. She stood abruptly, knocking over a stack of biographies. The librarian shushed her, but she barely registered it. She needed to *leave*, to get away from the accusing silence of the shelves and the judgmental glares of other patrons.

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