The email arrived like a punch to the gut. Dr. Ramirez, the cornerstone of her entire academic journey, was departing for a position across the country. Sarah reread the words, the glowing screen blurring, the coffee in her mug suddenly tasting like ash. A cold sweat beaded on her forehead. The carefully laid plans, the late nights fueled by caffeine and ambition, felt like they were crumbling around her. She closed her laptop, the click echoing in the sudden silence of her apartment, and stared at the wall, her breath catching in her throat.

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