The aroma of freshly baked bread usually soothed him. Not today. Michael watched his friend, Emily, carefully measuring flour in the pristine kitchen of her supposedly successful bakery. He knew better. He knew her "business" was funded by her parents, and the "long hours" she worked were more like a glorified hobby. A bitter taste coated his tongue. He had a real job, a demanding one, and he didn’t have the luxury of a safety net. The knife in his hand felt unnervingly sharp.

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