The afternoon sun beat down, casting long shadows from the towering oak. The neighbor’s shadow fell over him, blocking the light. "The roots," the man started. He felt a sharp jolt. It felt like another act of aggression.

He remained quiet, watching the leaves rustle in the gentle breeze. He thought of all the years the tree had stood, the storms it had weathered. Now, it was just a problem. He turned away, the words catching in his throat. He would never allow him to remove it.

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