He felt a knot in his stomach tighten as Chloe, animated and glowing, described the night they’d "accidentally" stolen a car. She was laughing, her eyes sparkling, talking about how they’d both been “so young and foolish.” He remembered the terrified silence in the car, the fear that had clawed at him as the police sirens wailed in the distance. He’d been the one who’d panicked, the one who’d nearly thrown up.

She talked about the thrill, the adrenaline rush. He recalled the humiliation of being caught, the hours spent in the police station, and the sheer disappointment in his parents' eyes. He’d felt like a criminal.

Chloe was now suggesting they do it again, joking that "We could get away with it this time!" He took a long swallow of his drink and cleared his throat. “Maybe another time,” he mumbled, and made a hurried exit. His palms were slick with sweat. He needed to get away from 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