The hallway was a cacophony of sounds: children's chatter, the squeak of shoes, the distant rumble of the loudspeaker. He felt out of sync, out of place. He watched his son, Leo, bound towards the classroom, the nameplate on the door reading: Mr. Henderson. His face felt oddly hot, a prickly sensation crawling across his skin.

He'd been so sure things had changed. That the bad memories were just that, memories. He leaned against the wall, trying to regain his composure. He felt a need to... to retreat. To protect his son. To protect himself.

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