The small, insignificant 'C' taunted him from the corner of the page. Mark felt his face flush. He was sure he'd aced this test. He reviewed the paper, searching for some clue as to what he got wrong. Each wrong answer felt like a personal insult, a judgment against him.

He crumpled the paper in his hand, then quickly smoothed it out again. He couldn't afford to let this affect him. But the anger bubbled inside him, a hot, acrid taste in his mouth. He felt a desperate urge to argue, to convince, to prove his merit.

He stormed into the bathroom, splashing cold water on his face in an attempt to compose himself.

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