He chewed the inside of his cheek, a nervous habit he hadn't indulged in years. The school newsletter lay crumpled in his hand. Peter. His son, Peter, had Ms. Rodriguez? The woman who, in his recollection, had been a stickler for rules and had given him detention for arriving one minute late. He felt a sudden, inexplicable heat creeping up his neck. He imagined Peter, being treated with the same harshness, the same unyielding expectation. He felt anger bubble in his core. He considered calling the school.

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