“I can’t believe this,” Mark said aloud, the words barely a whisper. He reread the email, his eyes darting back and forth. The announcement seemed a cruel joke. He had dedicated his career to this company, sacrificed so much.

His stomach churned. He felt as if a heavy weight had settled on his chest, making it hard to breathe. The familiar surroundings of his office, the framed certificates, the photos of his colleagues, now seemed like relics of a lost world.

He stood up, his chair scraping against the floor. He paced the small confines of his office, his agitation a physical manifestation. The thought of the impending changes, the uncertainty, sent a wave of nausea washing over him.

He slammed his fist against the wall, leaving a dent in the plaster.

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