"Unbelievable," Clara muttered, her voice tight with suppressed emotion. The accusations against her beloved novelist, Iris Bloom, felt like a personal betrayal. She stared at the screen, at the blatant parallels between her own forgotten poetry and Bloom’s award-winning collection. Her hands were shaking so hard she could barely navigate the website. She wanted to hurl the laptop across the room. She stood, abruptly, and walked to the window, staring out at the rain-swept street, the world suddenly devoid of color.

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