The afternoon sun cast long shadows across the overgrown garden. Sarah stood stiffly, watching her brother, Ethan, pull weeds with a relentless vigor. The scene was too perfect, too serene. She felt a familiar knot tighten in her chest.

He kept talking about his plans to restore the roses, replant the herbs. Sarah had always preferred the dark, overgrown corners of the garden. He never understood that. He was too sunny, too optimistic.

She remembered the arguments, the closed doors, the unspoken resentments that had lingered in this house. She wanted to scream at him to stop the pretense, to acknowledge the weight of their shared history. Instead, she turned and headed towards the back door.

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