The attic was a labyrinth of forgotten things, a place where the past often came back to haunt you. Mark knew this. He was cleaning it out, hoping to stumble upon some treasure to sell. Instead, he found a neatly folded letter addressed to his ex-wife, Emily. He'd almost forgotten the things he'd written to her, the things he'd never had the guts to say.

He unfolded it, his knuckles white. The letter was an elaborate, self-serving explanation of why their marriage had failed, a carefully constructed narrative that placed the blame squarely on her shoulders. His stomach churned. He had been a coward.

He crumpled the letter, then threw it against the wall. The paper barely stuck, sliding slowly to the floor. He wanted to scream. He wanted to undo all the mistakes he'd made. He wanted to go back.

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