He was at a conference. He saw his research presented under the name of another. "Dr. Anya Sharma." He, the author, was now the nobody. A wave of nausea washed over him.

He excused himself, making his way to the restroom. He splashed cold water on his face, trying to clear his head. He looked at himself in the mirror, searching for any sign of his own worth. Finding none, he began to cry, the tears streaming down his face.

The conference, the bright lights, the self-important academics, all suddenly felt like a cruel joke. He had spent years working towards this moment, only to have it stolen. He leaned against the cool tile wall, the sting of betrayal a constant ache in his chest.

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