The first nail gun burst echoed through the pre-dawn quiet, a jarring intrusion. Margaret, still half-asleep, slammed a fist against her pillow. The sound, sharp and insistent, was followed by another, and then another, each one digging its way into her already fractured morning. She'd been looking forward to a silent Sunday, a respite from the week's pressures. Now, it was obliterated.

She knew who was responsible: the new neighbors, the Smiths, with their ambitious plans. They had arrived with a gleaming SUV and promises of "updating" the old house. Update it, indeed. The constant thrumming now vibrated through her floorboards. She pulled the covers over her head, wishing for the sounds to stop.

She finally stalked to her window, squinting against the bright sun. The air was thick with the scent of fresh-cut wood and, something else, an aroma that made her stomach churn. It reminded her of everything she felt she had missed.

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