The smell of old books and dried flowers filled the room. Sarah stared at the letter, her vision blurring. Her mother's neat handwriting, so familiar, now felt like a taunt. The words detailing her resignation from the local hospital confirmed everything she had suspected but never had proof of. "Hostile workplace," the letter stated, "lack of support." Her chest felt tight, constricted. She slammed the file shut, a sound that echoed through the silence. She needed air, to get away from the suffocating weight of the revelations.

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