David tossed the notice onto the overflowing pile of bills on his desk. He stared at it, a wave of sickness washing over him. The landlord’s signature, so neat and crisp, seemed to mock his own messy existence.

He leaned back in his chair, the cheap plastic creaking under his weight. He felt a deep, abiding weariness settle over him, a heavy shroud. He looked around the cramped apartment, each object a painful reminder of his failures.

He reached for the half-empty bottle of whiskey, the metal cap twisting between his fingers. He took a long, slow swallow, the liquid burning a familiar path down his throat.

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