He held the list, feeling the paper’s thinness between his fingers: “Learn to play chess.” “Visit a vineyard in Tuscany.” His father, the man who always seemed so grounded, so practical. Now, this.

He crumpled the list, squeezing it until his knuckles turned white. He then slowly placed it in the bin. He felt a heat rising through his body, his teeth gritted.

He went out to the garden. He started ripping up the weeds, tearing at them with a vicious energy. He kept going until the sun was setting.

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