"Just get it done," he muttered to himself, entering the attic. He found a trunk. A locked trunk. A challenge. He forced the lock.

Inside, a collection of letters. A diary. Photos of a life lived. He skimmed the entries. He was not interested in these secrets.

He tossed the letters and diary into a box. He had a job to do. He went back downstairs, and put the box into the recycling. He wouldn't be stopped. Not by this.

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