Rain lashed at the windows, mirroring the storm brewing inside Martha. That blasted pine, the one that had been towering over her fence line, had finally succumbed to the wind. Straight onto her newly installed patio.

"Well, damn," she muttered to herself, staring out the window. It wasn't the cost that bothered her, though the thought of insurance companies sent a sharp pain through her chest. It was the principle of it.

She’d warned old Mr. Abernathy, again and again, that the tree was a hazard. He'd just waved her away with that infuriatingly complacent smile. Now look at the mess. Now, let him come crawling.

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