"Just imagine," the agent had cooed, "the possibilities!" He, Michael, had imagined a cozy home, a refuge from the world. Now, he imagined only the chilling details of the police report, detailing the scene of a crime within his walls. He could not, would not, forget.

He walked through the rooms, tracing the edges of the walls with a weary hand. The kitchen, where he’d envisioned family dinners, now seemed haunted by an invisible specter. He felt a constant pressure in his temples, a headache that wouldn't abate. Every squeak of the floorboards was a reminder.

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