He slammed the car door a little harder than necessary. His sister’s announcement – embracing Buddhism, of all things – had ricocheted through his gut, leaving a hollow ache. The drive home, usually a calming ritual, felt like an obstacle course of rage. He gripped the steering wheel so tightly his knuckles were white. The radio, playing a saccharine pop song, was instantly muted. He pulled into his driveway, the gravel crunching under his tires like shattered glass. Inside, his wife would be waiting, oblivious, preparing dinner. He wondered if he could fake normalcy. He doubted it.

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