"They're… what?" Michael stammered, his voice catching in his throat. He stared at the student newspaper headline, the words swimming before his eyes. He felt a tightening in his throat, making it difficult to breathe. He wanted to scream, to lash out, but instead, he remained rooted to the spot.

He thought of the loans, the part-time job he barely managed to keep up with, the sacrifices he’d made. A coldness spread through his limbs. The world seemed to tilt on its axis. He couldn’t process it.

He stumbled outside, the vibrant autumn colors of the trees seeming to mock his inner turmoil. He pulled his jacket tighter, as if to ward off a physical chill that had settled deep within his bones. He slumped onto a bench, the world blurring around him.

Emotion: scared

Cluster: Fear / Anxiety
PC1 (Valence): -2.86 Negative
PC2 (Disposition): -0.84

Role in Research

This story is one of 1,000 stories generated for the emotion scared. 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 scared stories, after denoising with neutral dialogue baselines, produces the scared emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scared vector is projected through the unembedding matrix.

Promoted:
😣0.350
😰0.337
😖0.317
마다0.317
恐惧0.311
Suppressed:
la-0.637
de-0.605
a-0.402
"-0.351
happy-0.314