The email arrived, a digital intrusion into her meticulously organized afternoon. Subject line: "Thank you, Mrs. Davis!" The sender's name was familiar: a student from years ago, one who had consistently disrupted her class, a source of constant frustration.

She almost deleted it without reading it. But curiosity, and a deep-seated need for validation, compelled her to open it. The email was filled with praise, recounting the positive influence she'd had.

She closed her laptop, her jaw clenched. The praise felt empty, meaningless. Was this a joke? After all the battles, all the late nights spent grading papers and writing up reports, this was what she got? A brief, fleeting expression of gratitude from a student who had made her life difficult.

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