The email arrived, concise and demanding. "Request to remove the boundary pine." He crumpled the paper in his hands, then carefully smoothed it out. The pine. He'd planted it, a sapling, twenty years ago. Now, it was a problem.

He leaned back in his chair, the office around him a sterile, suffocating box. The air conditioning hummed, a mechanical lullaby that did nothing to soothe the tightness in his chest. He imagined the saw biting into the wood, the scent of fresh pine mingling with the dusty air. He reread the email, each word a cold, hard stone in his gut, and found himself wanting to scream. He was going to resist.

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