He’d always hated the house. The creaking floors, the drafty windows, the way his mother used to hum off-key while she cooked. But seeing it online, photos of gleaming hardwood floors and an updated kitchen, ignited a peculiar sort of combustion within him. It was a twisting resentment, a feeling of violation.

He scrolled through the pictures, each click a tiny explosion of negativity. The new owners, he imagined, were young, successful, and probably loved hosting dinner parties. He imagined them, effortlessly happy. His teeth clenched.

He kicked the leg of his worn armchair, the familiar wood splintering under the force. He picked up his phone, dialed a number. “Mom,” he said, his voice curt. “Did you know they put the old place up for sale?”

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