The air crackled with a palpable tension. The university's disciplinary board meeting felt like a courtroom. Andrew sat, rigidly upright, listening to the accusations against him. The words, *similar phrasing*, *lack of citation*, echoed in his ears. His pulse hammered against his ribs. The injustice of the situation made him feel sick.

He fought to maintain a neutral expression, but his jaw twitched uncontrollably. His hands were clasped so tightly they ached. He longed to leap up, to shout the truth, to defend his work. He forced himself to remain seated, his gaze fixed on the table, willing the meeting to end. The minutes stretched into an eternity.

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