"This can't be happening," he muttered under his breath, repeating the mantra in his head. The heat spiked within him, an internal inferno. His palms began to sweat, slick against his trousers. He felt his face flush a deep, angry crimson.

Jessica, his coworker, had the audacity to suggest they sing something to pass the time. He shot her a look that would have withered a desert cactus. She immediately clammed up, eyes wide.

He leaned against the wall, trying to control his rapid breathing. He imagined the broken promises, the missed opportunities, the sheer *inconvenience* of this situation. He could feel it; the frustration bubbling over.

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