The clinking of glasses grated on David’s nerves. He stood in the corner, nursing a lukewarm drink, watching his father soak up the adoration. He remembered the countless hours he spent alone, the years feeling invisible. He remembered the things he needed that he never received.

He stared at the stage, the floral arrangements, the perfectly-executed slideshow. "Here goes nothing," he mumbled, making his way to the microphone. The plastic felt cheap and cold against his fingertips.

“Well,” he began, his voice unexpectedly steady. He spoke about his father's achievements, his long career, his supposed dedication. Every word was a lie, a performance. He finished quickly, the polite applause ringing in his ears, a constant reminder of how he'd been treated.

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