The coffee tasted like ash in his mouth. He’d been trying to prepare himself for this moment, but even now, the sight of Ms. Peterson’s name on the back-to-school night schedule made his chest constrict. It was the same handwriting, he noticed, the same neat, almost unsettling precision. He’d always suspected she’d been judging him, even back then.

He'd tried to convince his wife to go, but she was preoccupied. He had no choice. He could feel the familiar weight of frustration in the pit of his stomach.

He straightened his tie, a purely mechanical gesture. What would he say? How could he face her again?

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