"We should really take it down," the neighbor said, looking at the ancient, sprawling willow tree. He stood rigidly on the porch, his hands clenched at his sides. The willow had always been there, its weeping branches a familiar comfort. But now, they were a problem.

He scanned the perfectly manicured lawn, the neatly trimmed hedges of the house next door. They seemed to mock him. The neighbor's voice droned on, outlining the reasons, the concerns. All he could focus on was the image of the willow falling, the emptiness that would follow. His throat felt tight, and he could barely speak.

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