It was like a gut punch. Her innovative, eco-friendly water filtration system, the one she'd envisioned saving countless lives? Already done. She stared at the email, the words blurring before her eyes. The hope she held for so long – gone.

She closed her laptop with a snap, the sound echoing in her quiet office. Her vision swam. She rose abruptly, pushing back from her desk, and walked to the kitchen, where she poured herself a glass of water, only to let it sit there, untouched. Her hands shook as she picked up the phone.

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