He stood across the crowded bar, nursing a beer, and she'd recognized that crooked grin immediately. "Michael!" she'd called out, a knot forming in her stomach. He’d turned, his eyes scanning the room, landing on her with a polite, vacant look. "Do I know you?" he’d asked, the question a shard of ice. She'd tried to jog his memory, mentioning the epic water balloon fights, the summer camp disaster. Nothing. He’d apologized, said he had a bad memory, and quickly turned back to his friends. The clinking of glasses, the murmur of conversation – it all grated on her nerves. She wanted to scream, to shatter the pleasant façade of his ignorance. Instead, she just turned and walked away, her shoulders slumped, the weight of the forgotten heavy on her.

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