The shovel scraped against something solid. Another rock, she thought, sighing. Years of this – the digging, the planting, the futile hope that something, anything, would actually flourish in this wasteland of a garden. Her knuckles ached, a familiar throb that echoed the ache in her heart. She’d promised herself a beautiful life, a vibrant existence. Now, she was just an old woman and her rose bushes.

She unearthed a metal box, caked in mud. Its paint was peeling, and a small lock, rusted. She didn’t recognize it. A time capsule? The irony was almost comical. All that effort to seal a moment away, and then… forget it.

The lock surrendered with a groan. Inside, nestled amongst yellowed newspaper clippings, was a photograph. A younger version of herself, smiling, holding a puppy, and the inscription on the back read, "To my future self, full of love and laughter." She slammed the lid shut. A sudden weight settled in her chest, heavy as the metal box itself.

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