The accusation hung in the stale air of the professor's office, thick and suffocating. Amelia's hands clenched into fists, nails digging crescents into her palms. The words, *plagiarism*, *unoriginal*, *disciplinary action*, echoed in her skull, a relentless drumbeat. She wanted to scream, to lash out, to dismantle the polished mahogany desk. Instead, she took a shaky breath, forcing herself to meet the professor’s gaze, her jaw tight. The injustice of it all - the countless hours spent researching, writing, and rewriting – a mockery.

The professor, oblivious, droned on about sources and citations. Amelia felt a heat bloom in her chest, radiating outwards. The room seemed to shrink, the walls closing in. She wanted to bolt, to escape the suffocating weight of the accusation. She muttered a curt, "I understand," and, without another word, spun on her heel and stormed out, the door slamming shut behind her with a resounding *BANG*.

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