The list lay on the kitchen counter, a stark white rectangle against the beige linoleum. “Volunteer at an animal shelter.” “Write a novel.” Emily sneered. Her mother, a woman who'd spent her life cleaning houses and worrying about bills, had harbored these secret desires. Now, they were just another source of irritation.

Emily poured herself a glass of wine, the clink of the ice cubes sharp in the quiet apartment. She'd been stuck in a dead-end job for years, feeling trapped and resentful. She thought about her mother’s missed opportunities, the dreams left unfulfilled.

She switched on the TV, the bright colors and mindless chatter a welcome distraction. She was tired of the silence, tired of the echoes of a life she hadn’t lived. She felt a cold, hard knot in her stomach.

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