He saw the survey flags first, bright orange against the green of the lawn. Then the official-looking papers arrived, thick with legal jargon. Now, here they were, the fence posts, looming like accusatory fingers. He imagined the way the new fence would truncate the backyard.

He'd spent years, painstakingly cultivating his roses. The blooms, crimson and yellow, were his pride. He’d carefully chosen each plant, nurtured them with a love that felt almost sacred. Now, Mrs. Gable was going to chop it all off, dividing his little Eden into useless segments.

He stomped out onto his patio, hands clenched. The air felt thick, heavy. Mrs. Gable was out there, inspecting the posts with a self-satisfied expression. He could practically taste the disdain curling in his throat.

"Morning, Harold," Mrs. Gable said. Her voice, usually so sweet, felt grating now. He just looked at her, then turned and went back inside, slamming the 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