"Could you, uh...turn that down, please?" she said, her voice thin and reedy, a far cry from the confident woman she used to be. The music, a relentlessly cheerful pop song, thumped through the wall.

The young man at the door barely glanced up from his phone. "What?" he asked, not bothering to make eye contact. His headphones were slung around his neck.

She repeated herself, louder this time, feeling the heat rise in her cheeks. He sighed dramatically, finally looking at her. "Yeah, yeah, sure," he mumbled, closing the door in her face.

The music went down a notch, but the damage was done. She stood there for a moment, her hands clenched, feeling a coldness seep into her bones. She turned and walked back into her apartment, the silence a suffocating weight.

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