"This is insane!" David's voice echoed in the empty lecture hall. He’d arrived early, seeking refuge, but the silence only amplified the buzzing in his head. The professor’s accusations were a slap in the face. He’d spent weeks researching, synthesizing, and writing, all for this. The injustice was overwhelming.

He kicked a discarded water bottle across the room, watching it skitter across the polished floor. The action did little to ease the tension in his muscles. His knuckles were white as he clenched his hands. He wished he could teleport away from the building, from this university, from this entire situation. He felt a deep, simmering frustration.

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