He watched the construction workers from his window. They were demolishing the building across the street. The noise, the dust, the constant activity. It was all a reminder of what was coming.

He picked up the phone to call his sister, but hung up. What was the point? She wouldn’t understand. No one would. He was alone with his anger.

He knew he would eventually be forced to leave. He dreaded the day. The thought of losing everything made him feel hollow. The future was a vast, empty space. He couldn't imagine himself anywhere else. He felt the cold seep into his bones.

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