The email arrived with a startling ping, the notification sound cutting through the quiet afternoon. Daniel clicked on the attachment, expecting a syllabus or a lecture slide. Instead, a pdf of his application essay stared back at him. He felt as if someone had punched him in the stomach. He felt a deep, disquieting sensation.

His breath hitched in his throat. He reread the words, his personal vulnerabilities laid bare for the world to see. He had shared so much, and now it was allโ€ฆ here. He felt a coldness spread through his limbs.

He let out a short, involuntary gasp. He spun away from the screen, his vision blurring. He stumbled toward the window, needing air, needing anything to make the feeling subside.

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
๐Ÿ˜ž0.258
๋‹ค์‹œ0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290