"So, they’re going to fix it," Marcus had said, his voice brimming with naive optimism. The university promised to correct the error, to rectify the situation. But the promise felt hollow, a flimsy bandage on a gaping wound. It wouldn't erase the months he'd already spent, the anticipation, the joy. It wouldn't erase the fact that someone else, with a name that sounded vaguely familiar, was now living his life.

He pushed his plate away, his appetite gone. The cafeteria buzzed with laughter, with conversations about classes and upcoming events. He could barely stand to look at the other students, their youthful exuberance grating on his nerves. He felt a throbbing ache behind his eyes, a tightness in his chest that wouldn't abate.

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