The air in the library felt oppressive. Susan scanned the teacher's list, her brow furrowed. Mr. Blackwood. Her daughter, Chloe, was going to have *him*? The man who'd accused her of plagiarism in her senior English paper? She felt the familiar sting of the injustice, the burning shame. She wanted to yell, to scream, to tear the list in half. The injustice of it was almost too much to bear. She took a breath, closing her eyes. She had to remain calm, at least for Chloe's sake.

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