The invitation to connect arrived just as Lisa was finally enjoying her morning coffee. "Join the network!" The name was Richard something. He was a constant source of fear and ridicule during her teenage years. She felt a chill spread through her.

She looked around at her meticulously organized kitchen, at the life she had carefully constructed, and the walls felt flimsy, threatened. She suddenly felt claustrophobic. She reached for the phone.

Her pulse hammered in her ears. She considered confronting him, telling him how much damage he had caused. She deleted the request instead. The action was swift, decisive, but it did little to quell the unease in her heart.

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