The hammering started before dawn, each thud a tiny explosion in Eleanor’s skull. She’d known this was coming, of course. Mildred, that sunshine-obsessed woman next door, had been prattling on for weeks about a new fence. A “charming picket fence,” she’d called it, like some kind of idyllic fairytale. Eleanor slammed her fist on the nightstand, silencing the incessant ringing of the alarm clock.

The sunlight, always a nuisance, managed to find its way through a crack in the blinds, highlighting the dust motes dancing in the air. She dragged herself out of bed, the floorboards cold beneath her feet. Another day. Another assault on her peace.

She pulled on her oldest robe, the fabric thin and threadbare, and went to the window. Mildred was out there, directing the workmen with that irritatingly cheerful enthusiasm. “Morning, Eleanor!” she chirped, a smile plastered across her face. Eleanor just glared, the tendons in her neck tight.

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