The party was supposed to be fun. A casual gathering, a chance to reconnect. She'd spotted him across the crowded room, his dark hair a familiar beacon. She braced herself and walked toward him. "Daniel?" she asked, her voice trembling slightly. He turned, and she felt her stomach drop. No recognition, only a polite, questioning look. "I’m sorry, I don’t think…" he began, before turning away to greet another guest. The music, the laughter, the chatter – it all seemed to mock her. The festive atmosphere grated on her nerves, making her feel small and insignificant. She excused herself, the cheerful conversations a painful reminder of her own isolation.

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