The stained glass windows of the church seemed to mock him, casting distorted, colorful reflections across the room. He’d attended his sister's Islamic wedding against his better judgment. The ceremony, the language, the customs – they were a foreign language he couldn't understand. The joy of the bride and groom grated on him. He focused on the details: the intricate carpets, the calligraphy, the solemn faces. He felt a growing sense of isolation, a painful awareness of his outsider status. He remained stiff and silent, a dark shadow amidst the vibrant celebration.

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