Mr. Thompson opened the box to find a model ship, meticulously crafted. He recognized the craftsmanship immediately: It was from a former student, Caleb, who had always been a quiet loner. He had disappeared shortly after graduating.

He stood there, staring at the miniature vessel, his hands instinctively clenching into fists. The level of detail was astounding, the miniature rigging perfect. It was a beautiful piece, and yet, he felt a knot of anxiety tighten in his stomach.

He spun around in a circle, trying to find some semblance of calm. The sudden realization that he was alone in the room, with only the ship and his thoughts for company, was alarming. He needed to be around people. He headed to the staff room.

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