It was the silence that was getting to Leo. The crushing quiet of his dorm room, now that his roommate had moved out, was a constant reminder of the emptiness that had consumed his ambition. The letter, revealing the scholarship error, had deflated him. Each day he sat at his computer, unable to even open his email to see if there were any updates. He was too wounded to follow up with the school.

He stared at the blank screen, the cursor blinking like a mocking eye. The textbook, usually a source of fascination, was now a source of agony. It was the other student, the one with the correct name, who was going to experience all of it. He felt the sting of abandonment and the burning of his own inadequacy. He wanted to scream.

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