The fluorescent lights of the dean's office hummed, a relentless, irritating drone that mirrored the thrumming in Elias's skull. He gripped the edge of the uncomfortable chair, knuckles white. The accusations hung in the air, thick and suffocating like a stale room. He hadn't slept properly in days, each attempt at rest shattered by a gnawing unease. How could they accuse him? He'd poured his heart into that essay, sacrificed countless hours. Now, it was just…gone.

He stared at the offending document on the screen, the words mocking him. His own words, stolen back. The professor’s voice, a smooth and condescending tenor, chipped away at his composure. Elias forced a smile, a pathetic imitation of calmness. He could feel a tremor in his hand, a physical manifestation of the resentment that coiled in his gut.

"I can assure you," he said, his voice tight, "that I wrote that essay myself." He would fight this. He had to. This injustice… it would not stand. Not a chance.

Emotion: bitter

Cluster: Shame / Guilt
PC1 (Valence): -1.78 Negative
PC2 (Disposition): 0.84

Role in Research

This story is one of 1,000 stories generated for the emotion bitter. 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 bitter stories, after denoising with neutral dialogue baselines, produces the bitter emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the bitter vector is projected through the unembedding matrix.

Promoted:
S0.447
striving0.238
😞0.236
aggravated0.225
soport0.223
Suppressed:
own-0.316
de-0.291
la-0.231
🤩-0.227
是非常-0.225