The sun was barely up, yet the infernal racket had already begun. He tossed and turned, desperate for a few more minutes of rest, a fleeting escape from the relentless demands of his life. But it was no use. The hammering, the shouting, the incessant movement – it was all a deliberate act of spite, he was sure of it.

He slammed his fist on the bedside table. The wood offered no solace. The din continued, a cacophony of cheerful destruction. He was trapped in a prison of his own making, unable to escape the constant, unwelcome assault on his peace.

He dragged himself out of bed, his joints protesting with each movement. He needed coffee. Black, strong, and silent, a momentary shield against the world’s clamor.

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