The attic air tasted of dust and resentment. Sarah slammed the trunk shut, the metal echoing in the confined space. Inside, amongst moth-eaten shawls and yellowed photographs, she’d unearthed her mother's bucket list, a handwritten spiral notebook. Item one: “Learn to speak Italian.” Item two: “See the Northern Lights.” Sarah scoffed, running a hand through her hair. Her mother, who’d barely left their small town, had these lofty aspirations while she, Sarah, was left with a mountain of unfinished business.

She stalked down the stairs, the list clutched in her hand. The house felt empty, the silence a heavy weight. She stopped in the kitchen, staring at the chipped mug she’d inherited, the same mug her mother had used every morning. The list mocked her: “Travel the world.” Sarah crumpled the paper, the sound a small, vicious satisfaction.

She drove to the local diner, the same diner her mother had taken her to every Sunday. The waitress, a woman who’d known her mother for decades, smiled and asked how she was doing. “Fine,” Sarah snapped, the word a brittle shield. She ordered coffee, black, and stared out the window, the world a blurry, indifferent canvas.

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