Liam stared at the laptop screen, his face pale in the dim glow. The article, titled "The Finch Files: A Literary Deception," stared back at him. His breath hitched; the air felt thin. His fingers, usually so quick on the keyboard, fumbled as he scrolled down, each revealed line of text twisting the knife in his gut.

He slammed the laptop shut, the sudden action startling him. He ran a hand through his hair, the familiar gesture failing to calm the rising panic. He felt a sudden, desperate urge to flee, to escape the confines of his small study.

His throat felt tight, and swallowing was difficult. He stood up abruptly, knocking over his chair. The wood scraping against the floor filled the room with an unwelcome sound. He needed to be outside, to breathe, to find some semblance of equilibrium.

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