The wind whipped around Olivia as she stood on the bus stop, clutching her phone. Ms. Bell, her drama teacher, had followed her. She probably thought Olivia was wasting her talent, not taking her classes seriously enough. The very idea made her want to scream. Ms. Bell was always going on about “dedication.” Olivia thought about the late nights she spent memorizing lines, the frustration of being constantly told she wasn’t “enough.” She stuffed her phone into her pocket, the cold metal a small, hard weight against her palm.

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