The online forum was a hive of buzzing negativity. Each comment about Emily's diary, now public, was a tiny barb, a needle prick designed to inflict pain. She sat on the edge of her bed, the digital world an unrelenting storm outside her window. The world seemed to mock her, mocking every thought, every feeling from her teenage years.

Her hands shook as she scrolled through the pages of criticism. People questioned her intelligence, her character. They even commented on her appearance. She felt the tears welling up in her eyes, blurring the already distorted text on the screen. She didn’t bother to wipe them away.

She kicked the bedpost, a sharp, angry sound in the quiet room. Her breath hitched, and she felt a wave of nausea wash over her. It was a suffocating pressure. Her phone buzzed; a notification. She ignored it, burying her face in her hands.

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