The pen snapped in Charles’s hand, ink splattering across the report he’d been meticulously crafting. He stared at his phone, his face contorted in a grimace. The text. To the professor. Instead of to his study group. "This paper is garbage. I'm failing." He’d meant to share his frustrations with his friends, but now, his academic reputation hung in the balance.

He rose from his chair, shoving the now ruined report aside. His hands were shaking. He paced the small confines of his room, the anger bubbling in his gut. He grabbed his keys and wallet, and without a second thought, he left the apartment. He just needed to walk. To do something, anything, besides think.

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