The crunch of leaves underfoot was the only sound as John stalked across his lawn. He watched the massive limb of the maple resting on Mr. Davies’ shed. The man had always had the best garden, the neatest hedges. The smug grin was probably plastered on his face right now.

He remembered the endless hours he'd spent trying to get his grass to look just as pristine, and all of the comments Davies had made over the garden fence. The endless, unwanted help, always delivered with that saccharine tone.

John’s jaw clenched. He turned and went back inside, the image of Davies surveying the damage already starting to bring a small smile to his face.

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