He remembered the cheerful brochures, the promises of “character” and "history". Now, staring at the front door, David felt a profound sense of betrayal. The cheerful history had omitted a murder, a violent act that had taken place inside, the victim’s body discovered just inside the doorway.

He wanted to tear the brochures to shreds, to obliterate the façade of happiness that the house presented. He ran his hand over the doorknob, feeling the cold metal against his skin. He found himself avoiding that part of the house, as if the shadows of that event still lingered. The light inside felt wrong.

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