He stared at the damage. The golden retriever, Luna, had clearly enjoyed herself. The garbage strewn across his yard, ripped open and spread about. He felt his face heat up, a burning sensation in his stomach.

This had been a particularly bad week. He'd been working double shifts and the last thing he needed was this. He wanted to scream.

He kicked a stray piece of plastic, the sound echoing through the otherwise quiet morning. He took a deep breath, fighting the urge to smash something. He’d deal with it later. Right now, he needed to get back inside and finish his coffee.

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