The realtor, all smiles and glossy brochures, chattered about “investment potential” and “modern amenities.” David barely listened. He stared out the window of the car, watching the men in their hardhats swarm the place like ants. A tremor ran through his body, a deep, unsettling vibration.

He remembered climbing the ancient oak in the front yard, the rough bark against his skin, the feeling of freedom as he surveyed his kingdom. Now, the oak stood isolated, a skeletal sentinel guarding a condemned site. He clenched his fists, nails digging into his palms.

“It’s progress, David,” the realtor chirped. "Think of all the new families who will live here!” He wanted to shout, to scream about the echoes of his past, the ghosts of his family. He wanted to tell him to just shut up.

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