He was at the grocery store, grabbing ingredients for dinner. The beeping of the scanner was a monotonous backdrop to his thoughts when the message flashed on his phone. It was from Lisa, who had always known how to get under his skin. The cold seeped through him. He forgot what he was shopping for.

He walked blindly toward the exit, the brightly lit aisles becoming a blur. He felt the need to get outside, to breathe in the air, to escape the confines of the store. He ran into the parking lot and found himself gasping.

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