"The vineyard," the will read, "is to be inherited by Julian." He grinned, a wide, easy smile that grated on Leo's nerves. Leo was stuck with his father's old car, a beat-up pickup truck that sputtered and coughed.

The room felt hot, stuffy. Leo could taste the metallic tang of anger on his tongue. He had always worked harder, sacrificed more, but Julian, the charming, charismatic one, was always favored. The vineyard, the very source of their family's wealth, was now his brother's.

Later, he went to the bar. Every sip of beer felt like a blow to his gut. The music was loud, the faces blurry. He slammed his fist down on the counter, the wood vibrating under his touch. He wanted to break something.

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