The sun streamed through the window, illuminating the dust motes dancing in the air, a scene that should have been calming, but instead, it amplified her unease. “Okay, so this is the final budget reconciliation,” she told the new trainee, a young man with overly-slicked hair, whose name she couldn’t even remember. She kept tripping over her words.

She felt a strange disconnect from her body, as if she were watching herself from outside. Her hands felt clammy, and she found herself repeatedly adjusting her glasses, a nervous tic she hadn't realized she had. The hum of the server room, usually background noise, now grated on her nerves. She felt a sudden, urgent need to escape, to run.

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