He had found the list hidden under the mattress. A cheap, spiral-bound notebook, its pages filled with his loopy handwriting. “Write a novel.” He snorted. He’d always said he hated reading. The words felt like a direct assault, a deliberate act of deception.

He tossed the notebook across the room, watching it hit the wall with a hollow thud. His knuckles were white as he clenched his fists. The anger crackled in the air like static electricity. How could he? How could they all?

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