The scent of freshly cut wood assaulted her nostrils as she opened the door. The new fence. The physical manifestation of Sarah’s smug, self-righteousness. Sarah, who’d never even acknowledged her existence, let alone offered a friendly word.

Her gaze swept across the pristine planks, each one precisely aligned, a testament to Sarah’s obsessive need for control. Her own yard, in comparison, felt wild, untamed. She liked it that way.

She felt a hollowness in her stomach, a feeling of being encroached upon. She retreated back inside, shutting the door. Her mouth was dry. She needed a drink.

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