David found himself avoiding eye contact with his team. He felt a profound sense of self-consciousness, of being judged. The office politics felt like a maze, and he was lost.

He retreated to his cubicle, shielding himself from the outside world. He stared at his computer screen, the words blurring before his eyes. He couldn't concentrate. He felt an overwhelming urge to flee, to disappear.

He ran his hand through his hair, leaving it even messier than usual. He felt the familiar tightening of his chest. He felt as if he was drowning in an ocean of uncertainty, and he couldn't see the shore.

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