The stale air in the conference room seemed to cling to Charles like a shroud. Across from him, Sophia described her time at Camp Meadowbrook, her laughter echoing around the room. It was a place where he never truly belonged.

He’d always felt like a misfit there, perpetually trying to fit in and failing. The camp memories were a dark stain on his past.

“No way! You went to Meadowbrook?” Sophia asked, her eyes sparkling. His chest constricted.

He forced a smile, feeling the muscles in his face ache. "Yeah," he answered, the word a bitter pill to swallow. He could barely stand to look at 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