He stared out the window, the faint glow of the streetlamp illuminating the empty yard. He couldn’t bring himself to turn on the lights. He felt cold, even wrapped in a blanket.

The memory, fresh and raw, played on repeat in his mind: the dog, the gate left open, the moment of pure, unadulterated terror. He pressed his face against the cool glass, his breath fogging the pane.

His hands were clenched into fists. He had to get some control, he had to. He couldn’t be like this. Not again.

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