Dust motes danced in the lone ray of sunlight slicing through the attic. Sarah coughed, her hand flying up to shield her face. She hated this place, always had. The stale smell of mothballs and forgotten lives clung to the air. Finding the box was the last thing she wanted, but her mother had insisted, "Go through your father's things. It's time." Inside, nestled amongst yellowed documents, was the letter. A resignation. From her father’s job at the firm. He’d told her, countless times, how he’d been *fired*.

She traced the elegant script with a finger, the ink faded but legible. “To Whom It May Concern…” Her jaw clenched. The carefully worded sentences detailed a departure, a desire to move on, to pursue…what? *Happiness*? Lies. All lies. He’d never gotten over that perceived slight, carried it around like a festering wound. Sarah crumpled the letter in her fist, then smoothed it out, a frustrated exhale escaping her.

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