The sun felt harsh on David's skin as he listened to Emily's recounting of their sailing trip. She was all smiles as she described the endless blue horizons, the thrill of the wind in their sails, and the romantic solitude of the sea.

He, however, remembered the choking fear that had gripped him when the storm rolled in, the hours they'd spent battling the waves, and Emily's cold detachment as he wrestled the boat to safety. He remembered the fear and her silence. He'd never forget the icy look in her eyes as he shouted for her help and she simply turned away.

Emily was now saying, "We should do it again sometime, it was so much fun!" David watched her, the corners of his mouth twitching. "Maybe," he muttered, avoiding her gaze. He had to escape, had to get away from her before he exploded.

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