The email sat in Eleanor’s inbox, glowing with the sterile light of academic achievement. "Congratulations! Your essay, 'The Weight of Watermelons,' has been selected for publication as a prime example of successful college application writing!" She slammed the laptop shut, the metallic click echoing in her tiny apartment. Her roommate, Sarah, poked her head in from the kitchen, a cheerful "Everything alright?" Eleanor gritted her teeth, forcing a smile that felt brittle against her jaw. "Peachy," she mumbled, then retreated to the cramped balcony, the city's ceaseless hum a mocking soundtrack to her inadequacy. The published essay, the one she’d poured her heart into, had failed to secure her a spot at any of the schools she applied to. Now, it was a shining testament to her failures, forever immortalized for aspiring students.

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