“Congratulations!” his mother had beamed, her face radiant. The excitement, the pride – it made her sickness worse. It felt like she was drowning in the guilt of letting her down. She could hardly meet her mother's eye. Now, the congratulations felt like a punch to the gut. The university’s email, a mere formality, had shattered her foundation.

She forced a smile, the muscles in her face aching. She listened to her mother's plans to celebrate, making noncommittal noises. Later, she excused herself and went to her room. She looked at her reflection, and the face staring back at her was a stranger, twisted by a pain she could not name. She went to the bed and lay down.

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