The stained-glass windows of the church seemed to mock her. Her mother's announcement that she would be joining a new-age spiritual group had hit her like a physical blow. The colors, once vibrant and comforting, now appeared garish and unsettling.

She retreated to a pew near the back, the hard wood digging into her back. The murmurs of the other parishioners, usually a source of comfort, now sounded like an irritating buzz. She chewed on her lip, a habit she'd long tried to break.

She felt a hollowness in her chest, a void that seemed to be expanding with each passing moment. The incense, usually pleasant, burned her nostrils, the sweet smoke choking her.

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