He stared at the photograph, a picture he’d taken just last summer. His children, laughing as they ran across the lawn, now felt like a memory of a time gone by. The photograph’s crisp edges felt blurred as his vision swam.

He wandered out to the backyard, the space suddenly smaller, confined. He ran his hand across the grass, which now felt rough and alien.

He found himself spending hours, trying to calculate the exact dimensions of the soon-to-be-built structure. His internal monologue had become constant, calculating, calculating. He was unable to stop.

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