The cold wind whipped around Emily as she sat on the park bench. The sun, a feeble attempt at warmth, did little to thaw the icy feeling that had settled in her heart. She wrapped her arms around herself, trying to ward off the chill.

She thought about the essay, about the hours she had poured into it, the research, the careful crafting of each sentence. And now, this. She was left feeling exposed and vulnerable.

She looked at the squirrels chasing each other across the grass, their carefree energy a stark contrast to her own misery. The unfairness of it all clenched her jaw. She hated the professor.

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