Rain lashed against the overflowing bins, mirroring the tempest inside Liam. He kicked at a discarded newspaper, sending it skittering down the alley. The wallet, fat with crisp bills, had landed squarely at his feet. His luck, always atrocious, had decided to taunt him. He hadn't seen a paycheck in weeks. Now, this. He snatched it up, fingers clenching tight. It was a cruel jest.

He glared at the leather as if it had personally insulted him. The embossed initials seemed to mock his empty pockets. He clenched his jaw, the muscles in his neck bulging. The temptation, a ravenous beast, clawed at him, whispering promises of escape.

He slammed the wallet back into his pocket, the leather thudding against his thigh. He’d report it, of course. He’d *have* to. His gut churned with a bitterness he couldn't swallow. A sudden, sharp ache pierced his chest, a burning coal that refused to be extinguished.

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