“Everything alright?” he asked, trying to keep his voice steady. He hated the way his voice sounded. It sounded too soft, too hesitant, too much like he was begging for reassurance.

She turned away, a flicker of something unreadable passing across her face. He caught her on the phone again, whispering, her back to him, as if she was ashamed. The words were a muffled symphony.

He walked outside, the cold air hitting his face. The neighborhood was quiet, the world indifferent. He found himself picking at the loose brickwork on the side of his house. The physical action was the only thing that made him feel alive.

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