The weight of the day settled on her shoulders. She wanted nothing more than to curl up with a book, but the persistent knock at her door was a reminder. There was that woman, Mrs. Miller, with a suggestion of a shared garden.

The garden was an oasis she had worked on for years, a place where she could forget the world. The thought of someone else messing with her land felt like a personal affront. Her stomach churned.

"Perhaps another time," she said, her voice strained. She watched Mrs. Miller's smile fade. "I'm rather busy at the moment." The woman turned and walked away. The door closed, and the silence descended, heavy and unwelcome.

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