He grabbed a shovel and went out into his garden. It was his sanctuary, the only place he felt he had control. He saw the neighbor's face approaching. Another encroachment. He dug furiously, the soil offering no resistance to the blade. His muscles ached, his forehead was slick with sweat, but he refused to acknowledge the man's greeting.

"The sycamore... it's a hazard," the neighbor said, his voice hesitant. The sycamore, a sturdy and old tree, had stood the test of time. He didn't respond, his movements growing more erratic and fierce. The weight of it all was overwhelming, a crushing burden. He had nothing left to lose.

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