Sarah had been so excited for her first year of college. Now, she sat on her bed, a single tear tracing a path down her cheek. The dorm room she had so carefully decorated now felt alien and cold.

Her roommates, who were once friends, were now distant and preoccupied. The laughter she had loved hearing, the music that used to fill the dorm room, had vanished. She'd felt she'd finally found a place to belong.

She hugged her knees to her chest, the action offering no comfort. She felt a burning, a pressure building inside, ready to explode. All the things she’d wanted – gone.

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