The ocean roared outside, a counterpoint to the turmoil inside Claire. She'd found it in her grandmother’s things, a box of old papers and letters. Her grandmother had always told them of her job, the betrayal, how she’d been driven away. This was a letter of her resignation.

Claire stared at the words, the calm, measured tone. Her grandmother's life had been dominated by her anger, by the stories of people who had done her wrong. Claire held the letter in her hand and went to the window to look out at the grey, angry ocean. It mirrored the storm that had begun inside her.

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