The flickering candlelight did little to dispel the shadows in her lonely apartment. She picked up the book, a tattered biography of a forgotten artist, from the table. She wanted to feel something, anything, other than emptiness.

A faded letter slipped out. It was addressed to a woman named Clara, full of passion and longing. The artist wrote of his devotion, of a life shared, of a love that filled his days. She felt a burning sensation in her throat.

She knew she would never feel like this. She knew that any relationship she had would always be doomed. She looked at her empty hands, at the dusty book, and wanted to hurl it across the room.

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