The room spun. Sarah looked at her hands, balled into fists. The speeches, the slideshow, the laughter – it was all too much. She’d tried to avoid this, but her mother had insisted. She remembered her father’s constant absences, the broken promises, the way his career had always come first.

She grasped the microphone, the plastic cool against her sweaty palms. She looked directly at her father, who wore a look of self-satisfied contentment. “Well,” she began, her voice tight, “it's been a long time coming, hasn't it?”

The silence that followed was palpable, filled with unspoken accusations. She took a breath, trying to control the shaking in her limbs. She wanted him to feel.

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