The email arrived mid-afternoon, a subject line that read simply, “Remember me?” Mr. Harrison stared at it, his fingers hovering over the delete button. He took a deep breath. He should just delete it.

It was from a student, Liam, whom he had found sleeping in the back of his class one day. Liam had been so, so young. Liam had been quiet, but always watching. He clicked the email open.

The message contained only a single picture: a photograph of a field of sunflowers, their faces all turned towards the sun. He blinked, the image swimming slightly. He felt a sharp pull in his stomach, a sensation of falling.

He leaned back in his chair, trying to steady himself. His heart hammered against his ribs. The world seemed to tilt on its axis. He made himself focus on the desk in front of him, counting the pens and pencils.

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