The world tilted slightly for David when his best friend called. He’d been anticipating the party for weeks, a chance to celebrate a big personal milestone. “Listen, Dave,” his friend stammered, his voice tight. “There’s been a…situation. The party’s off.” David's hand went to his chest; he felt like someone had just delivered a blow there. His pulse hammered against his ribs. He felt a wave of cold rush over him, leaving him shivering. He mumbled some kind of agreement, his throat constricted, barely able to speak. The anticipation he felt evaporated instantly, replaced by a deep emptiness.

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