The incessant hammering next door had started again. A throbbing ache began behind David's eyes, a pressure that wouldn't relent. He slammed the newspaper down on the table, the rustling and crackling noises of the paper providing some small satisfaction. This construction was all he could hear. It was consuming everything.

He hadn't been to sleep. The dust was visible in the air, even with his windows closed. He pictured the contractor, a young man, full of youthful energy and enthusiasm. David envied that. He'd lost that spark years ago, along with his wife.

"They're not even doing it right," he muttered, watching as a worker struggled with a beam. "No respect for the old ways." He imagined his own house, solid and reliable, a monument to the life that was now an empty shell.

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