The glossy photograph of the high school gymnasium on the invitation made Daniel's jaw clench. "Relive the glory days!" it urged. Glory days. His heart felt like a lump of cold stone.

He remembered the endless taunts, the feeling of being an outsider. He remembered the sting of every rejection. He hadn’t changed, not really. He was still the same awkward kid, only now he had to manage his own company, not just his dad’s.

He lit a cigarette, the smoke a thin veil against the overwhelming feeling of inadequacy. The nicotine did little to soothe the knot in his stomach. He imagined the smirks, the whispers, the unspoken judgments.

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