He’d always been a coward. Even now, decades later, the evidence of his spinelessness was contained within this flimsy envelope. The script, though familiar, seemed alien. It was the handwriting of a man she no longer knew, a man who had inflicted a deep, unhealing wound.

A wave of heat washed over Michael. He ripped the letter to shreds. The paper tore with a satisfying sound, but the destruction didn’t quell the sensation inside him, a simmering rage he’d thought he had buried long ago.

His knuckles were white as he gripped the edge of the kitchen counter. He wanted to shatter something, anything. He focused on his breathing, forcing it to slow, but the image of the man and the memory of the betrayal filled his vision.

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