"Oh, *hell* no," Amelia muttered, staring at the screen. Her younger sister, Chloe, was practically bouncing in her seat, pointing and laughing. The blog was titled, ‘Amelia’s Awkward Years.’ It featured entries from her angsty teenage diary. It was all there: the boy band obsession, the embarrassing fashion choices, the dramatic declarations of independence.

A flush rose to her cheeks. She felt a sudden urge to smash something. To tear something apart. She looked at Chloe, at her easy laughter. *She* knew about this. She knew her most intimate, most vulnerable thoughts were now online for anyone to see.

Amelia stood up so quickly that she knocked over her chair. "Get out," she snapped at Chloe, her voice tight with fury. "Get out of my room." The words hung in the air, heavy with unspoken resentment. She went to her closet, taking out a box of old stuffed animals. She threw them into a trash bag and tied it up tightly.

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