"I can't believe this," Mark exploded, shoving the paperwork across the table. His voice was a harsh rasp, almost unrecognizable to himself. His face burned. His roommate, startled, recoiled. The words, *copied content*, *fabricated sources*, branded themselves on his mind. The professor's words were a direct assault on his character.

He paced the cramped dorm room, agitated. He wanted to shatter something, anything. He began to pick at a loose thread on the sofa. He felt like a caged animal, pacing and waiting for an opportunity to strike back. He wanted to yell, to scream out his innocence, to make the professor understand the hours, the dedication, that had gone into that paper.

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