The old house felt cold, even with the fire blazing in the hearth. The letter, stained with age, sat on the mahogany table, a tangible reminder of a pain that had festered for fifteen years. Emily, she thought, and her breath hitched. The betrayal, the lies. The loss. Now, after all this time, this pathetic attempt at reconciliation.

She picked up the letter. The firelight flickered, casting dancing shadows on the walls. She reread it, her lips twisting into a grimace. Her gaze wandered to the photograph resting on the mantle. She picked it up.

She turned the photograph face down.

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