The newspaper's website was loading excruciatingly slowly. Liam tapped his foot impatiently, each tick of the clock amplifying his internal tension. Finally, the page appeared. His op-ed, the one he had worked tirelessly on, was there. But the byline… it wasn't his.

He slumped back in his chair, the air feeling heavy, difficult to breathe. He ran a hand through his hair, a nervous habit he'd developed in childhood. The world seemed to tilt slightly, the edges blurring around him.

The phone rang, a shrill sound that made him jump. He stared at it, the ring a relentless pulse in the quiet room. He didn’t want to answer, but he knew he had to.

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