"Bloody hell," muttered Maya, her voice tight. The cashier had been rude, the queue interminably slow, and now *this*. A wallet, bulging, lying innocently on the supermarket floor. The injustice of it all, the cosmic joke of her perpetually broke existence, threatened to choke her.

Her breath hitched, a series of shallow, ragged gasps. She snatched it up, her knuckles white against the textured leather. The bills inside screamed of opportunities she couldn't afford: fresh food, a new coat, a weekend away. Everything she craved, suddenly within reach, yet untouchable.

She stalked through the store, her gaze darting around, searching for an owner, a clue, anything that would allow her to justify her anger. The unfairness of the universe felt like a physical weight, pressing down on her shoulders, suffocating her.

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