The surveyor's stakes, marking the proposed fence line, seemed to taunt him. He couldn’t bring himself to look at them directly, instead, he focused on the leaves rustling in the wind, anything else.

He began avoiding his neighbor. A quick glance was all he could manage. He felt his cheeks burn with shame. He felt a need to explain, to justify something, even though there was nothing to justify.

He started walking his dog later and later in the evening, when the light was fading, and the shadows were long. He kept his head down, unable to face the reality that seemed to be encroaching.

Emotion: shaken

Cluster: Fear / Anxiety
PC1 (Valence): -2.72 Negative
PC2 (Disposition): -0.86

Role in Research

This story is one of 1,000 stories generated for the emotion shaken. 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 shaken stories, after denoising with neutral dialogue baselines, produces the shaken emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the shaken vector is projected through the unembedding matrix.

Promoted:
S0.351
unable0.269
focus0.266
😞0.258
다시0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290