Sarah watched the city workers begin to remove the debris. She kept thinking about the way the neighbours, the Millers, always bragged about their yard. The perfect lawn, the perfectly manicured hedges. Now the fallen pine tree lay across their lawn.

They had never been kind, always with their condescending smiles and comments. The amount of effort they put in compared to her effort. Now, their carefully tended world was a mess.

Sarah took a deep breath. She went back inside, and closed the curtains.

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