The coffee cup nearly shattered against the counter. John stared at the email, the words blurring before his eyes. Mrs. Peterson. His son, Ethan, had Mrs. Peterson for math. He was certain his heart rate had doubled. The woman who’d accused him of cheating on a geometry quiz in tenth grade? He remembered the humiliation, the feeling of utter helplessness. He imagined the scene in the classroom, picturing his son under Mrs. Peterson's critical gaze. He needed to talk to the principal. Now.

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