The afternoon sun, usually a source of comfort, now felt like a spotlight on Elias. He endured Liam's recounting of fun at Camp Riverbend, a place that held the stench of insecurity and failure for him.

Liam’s easy camaraderie, the way he seemed to effortlessly charm everyone, was a sharp contrast to Elias’s own experiences there. He recalled feeling utterly insignificant, a background character in everyone else’s story.

"You wouldn't believe it," Liam said, chuckling, "I was there that summer too!" The world seemed to tilt.

Elias’s chest tightened, the room growing smaller. He swallowed hard, trying to appear nonchalant. "Oh?" he managed, the word a mere whisper.

He wanted to scream at him to stop talking.

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